{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PyTorch实现逻辑回归"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1. 生成随机数据\n",
    "import torch\n",
    "import matplotlib.pyplot  as plt\n",
    "import matplotlib.markers as mmarkers\n",
    "\n",
    "n_data = torch.ones(100, 2)\n",
    "xy0    = torch.normal(2 * n_data, 1.5)  # 生成均值为2.标准差为1.5的随机数组成的矩阵\n",
    "c0     = torch.zeros(100)\n",
    "xy1    = torch.normal(-2 * n_data, 1.5)  # 生成均值为-2.标准差为1.5的随机数组成的矩阵\n",
    "c1     = torch.ones(100)\n",
    "\n",
    "x,y = torch.cat((xy0,xy1),0).type(torch.FloatTensor).split(1, dim=1)\n",
    "x   = x.squeeze()\n",
    "y   = y.squeeze()\n",
    "c   = torch.cat((c0,c1),0).type(torch.FloatTensor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2. 数据可视化\n",
    "def plot(x, y, c):\n",
    "    ax = plt.gca()\n",
    "    sc = ax.scatter(x, y, color='black')\n",
    "    paths = []\n",
    "    for i in range(len(x)):\n",
    "        if c[i].item() == 0:\n",
    "            marker_obj = mmarkers.MarkerStyle('o')\n",
    "        else:\n",
    "            marker_obj = mmarkers.MarkerStyle('x')\n",
    "        path = marker_obj.get_path().transformed(marker_obj.get_transform())\n",
    "        paths.append(path)\n",
    "    sc.set_paths(paths)\n",
    "    return sc\n",
    "plot(x, y, c)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lS8ptly5dQqtWrXDw4EFcvXoVjRo1UiYp1atX17uODx8+IFu2bGrbk7aFhIRoPffbt2/48uULrly5gnPnzmHixInInTs3NmzYgCFDhsDGxgb9+/dXHl+lShW0b98ePj4+CAkJwbJly9C5c2dERERg4MCBBpX5s5cvX2Lfvn1o164dxGKx1uN27twJqVSKzp07q2xPSirGjh2L/PnzY9OmTYiIiMCkSZNQp04dPH78WPneODo6okePHsrEJDAwEPPnz0eVKlVw584d5MqVS2v9KREWFoYnT54oV/YtU6YM2rdvjzVr1mDo0KEGlZmazzssLAzx8fHJnl+oUCF8+PABYrEY3t7eKsfZ2trC09NTWY8+ZSZ9Nv369UP58uWxc+dO/Pfff5g0aRLq1auHBw8eqCWjlSpVwrNnzwAAzs7O+Ouvv1Q6yurzeWuycOFCJCQkoEOHDlqPYcwgln6WxJg2M2fOJIlEQlFRUURE5O3tTWvXrqWyZcvSuHHjiIho0aJFJAgCff36VWMZuvoc5MuXjxo3bqy2/dWrVwSAFixYoDW2//77jwAQANqxY4dyu0wmoyJFiiTbzyM+Pp6KFStG7u7uFBMTk+oyo6OjqVSpUpQpUyZ6//69zrorV65MXl5elJiYqLJ98uTJBIAyZ85M379/V26/du2azr4ESS5dukSCIKj1YyDSv4/Jz/0r5HI5ZcuWjRo2bKjzfFN/3rNmzVLbt27dOgJAd+/eJSKiXr16kYODg8ZycuXKRS1btjSoTABUtGhRlb4e27dvJwC0Zs0atTKuXr1KJ06coOXLl1P58uXpjz/+oISEBOX+1HzeFy5cIIlEQu3bt9d6DLiPCTMQP8phVqt69eqQSqW4du0anj17htDQUFSvXh01atRQtqRcunQJRYoUgYeHh97lOzg4aHymntQHxMHBQee5gGLUSdu2bZXbRSIROnTogHfv3uG///7Ter6trS0GDx6M8PBwBAYGpqpMmUyGjh074t9//8WePXuQPXt2rfW+fv0a165dQ4cOHSCRqDaYJtXfvHlzODs7K7dXqlQJPj4+uHr1qtZyAaBatWqoWLGixiHL+ipQoIDKvwVBgK+vr9bHFilhjM87Jec7ODggISFBYzlxcXEqx+lTJqAY8fJjX4927dpBIpFo/GwqV66Mhg0bYuDAgTh58iS2bNmCsWPHql2Tvp/306dP0bp1axQrVgxr167VeAxjqcGJCbNa5cqVg729PS5evIhLly7B29sbBQsWRPXq1XHz5k3Ex8fj0qVLBj3GARTN5ZrmYUjapusG7+HhAXt7e3h6eqo9Nklqwv/27ZvO+pMed4SFhaWqzL59++LIkSPw9/dHnTp1dNaZ1K/l58c4wP9fb5YsWdT2eXt7J3s9gOKakq7H2qT287azs0vR+dmyZYNMJkNoaKjKcQkJCfj69avyOH3K1PbZiMVieHp6JvvZZMqUCXXq1MHWrVuV2wz5vIODg9GgQQO4ubnh2LFjykdtjBkTJybMatna2qJChQq4dOmSSgJSvXp1xMfHY+vWrfj06RNq1KhhUPmlSpXC8+fPlR1pk9y4cUO5XxuRSIRSpUrh8+fPar8dJ/Uh8PLy0ll/0iRaSccZUuaoUaOwYcMGLFiwAJ06ddJZH6BITPLnz49KlSqp7StbtiwAaJyDJSQkJNnrSbqmlByXnJ870RIRXr58ibx58xpcZmo/7+LFi+P27dtq+27cuIF8+fIpb9JJ5fx87O3btyGXy5X79SlT22eTkJCAL1++pOg9j42NRUREhPLf+n7eX79+RYMGDRAfH4+TJ0/q7H/CWKpY+lkSY7qMHz+eHBwcKFeuXLRw4ULl9l9++YUKFixIACg4OJiIFP0snjx5ojK/h64+B9evX1fr9xAXF0e+vr5UsWJFlWPfvn1LT548Udm2YMECAkCrV69WbouNjaV8+fJRkSJFlNtCQ0PV6o6MjKT8+fNT5syZKT4+Xu8yiYhmz55NAJT9bZJz584dAkB///231mNKlixJrq6uKu/hyZMnCQDNnj1b5zUdPXqUANDQoUPV9unbxyRHjhwUGRmp3L5r1y4CoPIzYO7Pe+bMmWpztzx9+pTEYjGNGTNGuS0mJoY8PDyoWbNmKud36dKFHB0dVfpDpbTMuLg48vb2pnz58lFsbKxy+6pVqwgA7dq1S7nt06dPatceFBRELi4uVL16dZXtKf28o6KiqEKFCuTi4kK3b99WK18TcB8TZiBOTJhVO3HihLJDaGBgoHJ7//79CQDlzZtXuS3ppjZx4kTlNl03KiKidu3akUQioVGjRtGqVauoSpUqJJFI6MKFCyrH1axZk37O42NiYqho0aJkY2NDI0eOpMWLF1P58uVJLBbTsWPHlMdNnDiRSpYsSX/99RetXr2aJk2aRHny5CFBEGjLli0Glblv3z4CQAUKFKDNmzervT5+/Kh2rX/88QcBoKdPn2p9v8+dO0disZgKFSpE8+fPp4kTJ5KLiwsVLFhQpYOkr68vtWvXjmbNmkUrV66kfv36kUQioVy5cmmsW1NikrSte/fuym1Jn2Hx4sWpRIkStGDBAvrzzz/J3t6efH19KTo6Wu1Yc33eScmkt7c3zZ49mxYsWEC5cuWi7NmzqyVqy5YtIwDUtm1bWrNmDXXr1o0A0LRp0wwuc+PGjQSAypcvT4sXL6aRI0eSjY0NVa9enaRSqfI4b29v6tSpE82aNYtWr15No0aNIg8PD7K3t6crV66olJnSz7tly5YEgHr16qX2s7Z//36N7zUnJsxQnJgwqxYZGUlisZhcXFxUvny3bNlCAKhr167KbYbcqGJjY2nkyJGUNWtWsrOzo/Lly9OJEyfUjtN0oyJS/HbavXt38vDwIDs7O6pYsaLa+adOnaL69etT1qxZycbGhtzd3alBgwZ09uxZjTGlpMyJEycqEzZNr4CAAJXjZTIZ5ciRg8qUKaOxzh+dPn2aKlWqRPb29uTh4UFdu3alDx8+qBwzfvx4KlWqFLm5uZGNjQ3lzp2bBg4cqDEpIdKcmDx8+JAA0J9//qnclvQZbt++ncaOHUve3t7k4OBATZs2pbdv36qUaYnPOzg4mNq2bUuurq7k7OxMzZo1oxcvXmisa/Xq1VSoUCGytbWl/Pnz04IFC0gul6eqzO3bt1PJkiXJzs6OsmTJQoMHD1ZpWSJS/GyUK1eOMmXKRBKJhLJnz04dO3akBw8eaCwzJZ93njx5tP6s5cmTR2O5nJgwQwlERMZ4JMSYNXrz5g18fHywZMkSdOzYEa6urrC1tbV0WBkGEeHr168IDg5GmTJlMGfOHIwcORIAsHz5cowePRqvXr3S2AHTEPx5W15YWBjkcjm8vLwwaNCgFE+Ax1gS7vzKMoQhQ4bAy8tLZYp7ZnoRERHw8vJSW0YAUEzdPnToUKMlJT/iz9ty8uXLZ5QO0Czj4hYTlq7FxcXh8uXLyn+XKFFCbUZOZjpSqRTnz59X/rtgwYLInTu3yerjz9vyLly4oFzHJ1euXChUqJCFI2JpDScmjDHGGLMaZnuUM3PmTAiCgN9//91cVTLGGGMsjTFLYnLr1i2sWrUKJUqUMEd1jDHGGEujTJ6YREVFoXPnzlizZg0yZcpk6uoYY4wxloZJkj8kdQYNGoSmTZuiXr16mDp1qs5j4+PjVRa0ksvlCAsLg6enJwRBMHWojDHGGDMCIsL379+RPXt2lYUnU8KkicmOHTtw584d3Lp1K0XHz5gxA5MmTTJlSIwxxhgzk+DgYOTMmVOvc0yWmAQHB2PYsGE4ffo07O3tU3TO2LFjMWLECOW/IyIikDt3bgQHB8PV1dVUoTLGWIYwY8YMzJkzBzKZTOdxly9fRvHixfUq+9OnTyhYsKDOYyQSCfr06YNZs2alqMzDhw9j4sSJePXqlXJblSpVMGvWLO6zaOUiIyORK1cug1agNtlw4QMHDqB169Yqy7fLZDIIggCRSIT4+Hi1pd1/FhkZCTc3N0RERHBiwhhjqXT48GG0aNFC5zGOjo4IDQ2Fk5OTXmUTEQoXLowXL15A123l4MGDycbwc7n379/H169f4ePjg3z58ukVF7OM1Ny/TdZiUrduXTx8+FBlW8+ePVG4cGGMGTMm2aSEMcaYcTVp0gQ5c+bEhw8fNLaaiMVi9O7dW++kBAAEQcCoUaPQt29fjfvFYjFy586Npk2b6l1uqVKl9I6HpV0mS0xcXFxQrFgxlW1OTk7w9PRU284YY8z0xGIx9uzZg7p16yI+Ph5SqVS5TyQSoWTJkpg2bZrB5ffu3Rv379/H0qVLIZFIlOULgoDMmTPj2LFj/EspSxavlcMYYxlIxYoVcffuXfTu3Vv5/D9PnjyYNm0aLl68aFCfgCSCIGDx4sW4cOEC2rVrh6JFi6Jy5cqYP38+nj59isKFCxvrMlg6ZtVT0nMfE8YYMy0i4ukYmNGl5v7NLSaMMZaBcVLCrA0nJowxxhizGpyYMMYYY8xqcGLCGGOMMavBiQljjDHGrIbJF/FjjDHGdJHJZDh+/DgOHDiAmJgYFCtWDL169ULWrFktHRqzAB4uzBhjzGI+fPiAhg0b4uHDh5BIJCAiEBHEYjFWrlyJXr16WTpEZgAeLswYYyzNkcvlaNy4MZ48eQIAkEqlkMlkkMvlSExMRJ8+fXD27FkLR8nMjRMTxhhjFnH69Gncv39fZWr8H4lEIkyfPt3MUTFL4z4mjDHGLOLQoUMqa+r8TCaT4dy5c4iJiYGjo6OZowO+fv0Kf39/3LlzB3Z2dmjWrBlatGgBiYRvnabE7y5jjDGLiI2NTdFx8fHxZk9Mdu/eja5duyIxMRGCIEAQBGzYsAG+vr44deoUfHx8zBpPRsKPchhjjFlEyZIlIZPJdB6TPXt2uLm5mSkihZs3b6JTp05ISEiAXC6HTCZTtuq8efMG9erVQ0JCglljykg4MWGMMWYR3bp1g52dndb1ekQiEQYPHgyRyLy3qjlz5kAQBGgatCqVSvH69Wvs37/frDFlJJyYMMYYs4hMmTJh06ZNEAQBYrFYZZ9IJEL16tUxYsQIs8ZERDh48KDWfi8AIBaLcfDgQTNGlbFwYsIYY8xi2rVrh0uXLqFp06bKlpHcuXNj5syZOHnyJOzs7MwaDxEhMTFR5zFyuRxxcXFmiijj4c6vjDHGLKpKlSrKVorExETY29trfbxjaiKRCL/88guePn2q8VFO0jElS5Y0c2QZB7eYMMYYswoSiQQODg4WS0qSDBkyJNlj+vTpY4ZIMiZuMWGMMZZm/fvvvzhx4gQSEhJQvnx51K5dO9WdZfv27Yvjx4/jyJEjAKBsORGLxZDL5Vi1ahVy5MiR6tiZZpyYMMYYS3O+ffuG3377DSdOnIBIJIIgCJDJZPD19cWePXtS9ahFIpFg3759WLFiBRYvXoyXL19CEATUq1cPo0ePRp06dYx4JexnvIgfY4yxNEUmk6FKlSoIDAxUmwdFLBbDxcUF9+/fR+7cuY1SX2xsLCQSCWxsbJI99uvXr1ixYgX8/f0RFhaGPHnyoH///ujRowfs7e2NEk9akJr7NycmjDFmoDt37uDZs2dwcXFBnTp1LDJtekZ06NAhtGzZUut+sViMIUOGYMGCBWaMCggKCkL16tXx4cMHyOVyAFD2l6lQoQLOnDkDZ2dns8ZkKby6MGOMmdGdO3dQunRplC1bFr/99huaN2+ObNmyYebMmVpHcjDj2b59u9q8Jz+SyWTYvHmzGSNS6NChAz59+qRMSgBF/xQiwu3bt9GtWzd06tQJmTJlgqurKxo3bowTJ06YPU5rxy0mjDGmh8ePH6NixYqIi4vTOJ362LFjeUVcDZ4+fYoVK1bgwoULkEgkaNiwIQYMGIBcuXLpXVbDhg1x6tQpncdIJJJk5yMxptu3b6N8+fLJHvfjooVisRgymQx//fUXpkyZYuoQzYpbTBhjzEwmTJigNSkBgFmzZiEkJMTMUVk3f39/FC1aFMuXL8f9+/cRGBiIWbNmoWDBgga1GOTPnz/ZFX7z5MljaLgGuXr1aopGA/04o2zSz9DUqVOTTbQyEk5MGGMshcLDw3HgwIFkF57bunWrmSIynm/fvuHRo0dGT6ru3LmDXr16QS6Xq92U4+Pj0bp1a7x//16vMvv06aNzyniRSISBAwcaHLMhxGKxwY/xxGIxFi9ebOSI0i5OTBhjLIW+fPmi0n9AE7FYjA8fPiRb1uvXrzFkyBB4enrC1tYWRYoUwZIlSxAfH2+scFPk9evX6NChA7y8vFC8eHHkyJED1atXx8WLF41S/qJFi7T2B0ma/n3VqlV6lVmmTBkMGjRI4z6xWIxSpUphwIABeseaGnXr1jU4MZHJZLh69aqRI0q7ODFhjLEUypw5c7LN9TKZDNmyZdN5zI0bN1CyZEmsXLkSYWFhSExMxNOnTzFs2DDUq1cPMTExxgxbq5cvX6J8+fLYu3evSivQ1atXUadOHRw9ejTVdZw6dUpn64ZMJjPoMcbixYsxf/58ZM2aVbnN3t4e/fv3R0BAAJycnAyK11CFCxdGo0aNdHbK1SW5R1MZCScmjDGWQu7u7mjdunWyN5/OnTtr3SeVSvHrr78iNjZW5YadNHrj2rVrmDx5stFi1mX48OGIiIhQezQll8shl8vRs2fPVHcgTa6FKaXH/EwkEmH48OEIDg7G3bt3cePGDYSGhmLZsmUWGyyxZcsWlChRQhkfkLKEQyKRoGnTpiaNLS3hxIQxxvQwefJk2Nvba01Oxo4di+zZs2s9/8iRIwgJCdHaT0Umk2HlypUmf6QTEhKCo0ePao2DiPD58+dUt5rUqFFD581ZLBajZs2aBpcvkUhQqlQpVKhQAS4uLgaXYwyenp64fv06tm3bhoYNG6Js2bL49ddfsXPnTjg7O2ttbSMiDBs2zMzRWi9OTBhjTA9FihTB5cuX1aY8d3Nzw6xZs5Id9nnr1q1kZxCNiIjA69evUx2rLq9fv062T4RYLMaLFy9SVc+wYcN0PsoRBMHsHVVNydbWFp06dcKxY8dw+/Zt7Ny5E+3bt8exY8fg5OSkkpyIxWJIJBJs2bIFpUqVslzQVoYfajHGmJ5KlSqFwMBA3Lt3Tznza+3ateHg4JDsuba2tinqJGlra2uMULVyc3NL9hi5XJ7qxyLVqlXD3LlzMXLkSJU5PCQSCYgImzZtQr58+VJVR1pQvXp1vH79GuvXr8epU6eQmJiIatWqoV+/fmYf2mzteII1xjKgc+fOYeHChbh48SIEQUD9+vXx+++/o0qVKpYOLd27ceMGKlWqpHW/IAjw8fHBixcvUr1Kri5EhIIFC+LVq1daEyWJRIJ3794hS5Ysqa7v6tWrWLJkCS5cuACxWIzGjRtjyJAhKF68eKrLZtaH18phjKXYjBkzMG7cOLXfXmUyGZYvX272YZYZDRGhatWquHnzptb+HatXr0bfvn1NHsuuXbvQoUMHjfsEQcDQoUOxcOFCk8fB0h+e+ZUxliKXL1/GuHHjAKjOQCmVSkFE8PPzw+PHjy0VXoYgCAL279+PX375BYD66I3Ro0ejT58+Zomlffv2WL16NRwcHCAIAmxsbCASiSAIAvz8/DB37lyzxMHYj7jFhLEMpEOHDti3b5/WzogSiQT9+vXDsmXLzBxZxpOYmIiDBw9i586dCA8PR6FChdCvXz+IRCJs3rwZHz9+RPbs2dG9e3cULlzYpLFERkZi586dCAoKgqenJ9q3b2/QGjaMJbHaRzkrVqzAihUr8ObNGwBA0aJFMWHCBDRu3DhF53Niwphx5cyZM9npv4sXL44HDx6YKSKWRCqVon///li/fr2yY6ggCJBKpfDz88OSJUtM2ueEMWOy2kc5OXPmxMyZMxEYGIjbt2+jTp06aNmyJTcVM2YhKZmVMrmhrMw0xo8fjw0bNgBQJCkymUzZsrV8+XKLrj776dMnTJ06FVWrVkWFChXw+++/4+nTpxaLh6VzZGaZMmWitWvXpujYiIgIAkAREREmjoqxjMHPz48kEgkB0PgSi8X0119/WTrMDOfbt29kb2+v9XMBQM7OzhQVFUVERGFhYTRjxgwqWLAgZcqUiYoXL05Lliyh6Ohoo8d24cIFcnJyIpFIpIxFIpGQSCSiNWvWGL0+lj6k5v5ttj4mMpkMu3fvRvfu3XH37l0UKVJE7Zj4+HiV2Q4jIyORK1cufpTDmJE8efIEJUqUgEwmUxsiKggC7O3t8fz5c+TMmdNCEWZMe/fuRdu2bZM97tixYyhevDiqVauG4OBg5VTugiAAAEqWLImAgAC4u7sbJa4vX77Ax8cHMTExGqeNFwQBV65cQeXKlY1SH0s/rPZRDgA8fPgQzs7OsLOzw4ABA7B//36NSQmgGMbo5uamfHHnK8aM65dffsGuXbsgkUhUHuuIRCI4ODjg0KFDnJRYQEoX7YuNjUWXLl3w/v17lUSB/rfOzsOHD406tfn69eu1JiWA4tGgNQwnDg0Nxf379xESEmLpUJgRmLzFJCEhAf/99x8iIiKwZ88erF27FhcuXOAWE8YsKDg4GGvWrMGFCxeUE6z16dPHKBNpMf3du3cPpUuXTva4I0eOoFmzZjqPkUgkCAkJgZeXV6rjqlevHs6ePavzGDc3N4SHh6e6LkM8evQIf/75J44dO6ZsAaxVqxZmzpyJihUrWiQmpmC1o3I0qVevHvLnz49Vq1YleyyPymGMZRQVKlTAnTt3NE66JhaLUa1aNXTp0iVFE68dP34cjRo1SnVMtWvXxvnz53Ue4+zsjO/fv6e6Ln3dvXsX1atXR1xcnMp7JhaLIRKJcPLkSdSuXdvscTEFq36U8zO5XG7yVTMZYyyt8ff3h6urq9pKvBKJBJkyZcLatWtTNKoKSNnoq5SoVq2azrLEYjGqV69ulLr05efnp5aUAIr+jDKZDL1799b6CIpZN5MmJmPHjsXFixfx5s0bPHz4EGPHjsX58+fRuXNnU1bLGGNGc/36dXTt2hW+vr4oWrQoxo4di//++8/o9RQpUgSBgYHo2bMn7O3tAQAODg7o27cv7ty5A19fX9SuXVvZ0VUbBwcHoz3GSJrwTVudMpnMqH1aUurJkye4fv261in95XI5goKCcOnSJTNHxozCaGODNOjVqxflyZOHbG1tycvLi+rWrUunTp1K8fk8XJgxZknTp09XDo/FD0OqHRwc6MyZMyarNzExkcLCwigxMVFtX5s2bUgsFmscUiwSiWjEiBFGjWXXrl0kFotV3oOkv0+YMMGodaXUwYMHdQ6tTnrpM5z5y5cvtGTJEho5ciTNnDmT3rx5Y8IrSP9Sc/82+zwm+uDEhDH2o+/fv9PLly/p69evJq/rxIkTWm94IpGInJyc6MuXLyarPy4ujl69ekXv378nuVyu3B4eHk4VKlRQxpGULAGgpk2bUlxcnNFjefDgAfXt25eyZs1KmTNnphYtWpg0MUvOhQsXUpSY7N69O0XlLVy4kGxtbUkQBLKxsSGxWEyCINCgQYNIKpWa+GqMLywsjN6/f68xsTUXTkwYY+namzdvqGvXrmRjY0MASBAEatiwId24ccNkdTZo0EBry0RSUjBnzhyj1hkfH08bNmygsmXLkq2trbKukiVLqtxkExISaNeuXdS0aVMqW7YstWnTho4dO0Yymcyo8VirxMREypo1q86kxMnJib5//55sWRs3btRahiAI9Mcff5jhiozj+PHjVLVqVWX8Hh4e9Ndffykn5jMnTkwYY+nW69evKXPmzGoz1orFYrKxsTHZb+7JzcSa1EJhLFevXiUvLy+tN0gANG/ePKPVl9atWbNG52czderUZMuQyWSUO3duneXY2NjQ58+fzXBFqZP0fvycTIvFYipfvrxJZgXWJTX3b14RijFm1YYOHYpv376prYicNPqiW7duWjtBpgaZcSaF169fo379+vjy5YvOWEaNGmWSjrdpUZ8+fTB//nzY2dlBEATY2NhAJBJBIpHgr7/+wrhx45It486dO8m+n4mJiTh8+LCxwjaJT58+wc/PDwA0jlIKDAzEvHnzLBGaQTgxYYxZrZCQEBw9elTn6IuQkBCcPHnS6HXXqFFD51BZkUiEmjVrGqWuRYsWIT4+PtlkSBAErFu3zih1pgfDhw/Hx48fsWLFCowZMwaLFi3C+/fvMWXKlGRHLwFI0fwrIpEIkZGRxgjXZPz9/XUm53K5HMuWLTNrsp0akuQPYYwxy3j58mWyX6ZisRhPnz5FkyZNjFr3iBEjcPr0aY37ktYV6tWrl1Hq2rFjh1qLkCZEhGfPnhmlzvTC3d0d/fv3N+hcX19fCIKg82dMLpejYMGChoZnFv/++2+yidinT5+Uk55ZO24xYcwKxMfHY+fOnZg6dSqWLFmC9+/fWzokq+Di4pLsMTKZLEXH6atRo0aYOnUqAKhMeiYWi2Fvb4+DBw/C09PTKHVFR0en6DiRSGSSa82ocuXKhYYNG2ptGROJRMiRIwcaNGhg5sj04+TklGxiIhKJlPPjWD1jdnYxNu78yjKCffv2UaZMmVSWkxeJROTn50cJCQmWDs+oIiMjafny5dSkSROqU6cOjRo1il6+fKn1eJlMRnny5NHZOVEikdDHjx9NFvO1a9eoc+fO5OPjQ4ULF6YxY8YYfY6LMmXKKIf+Jvc6efKkUes2xOPHj2nfvn10+vRpncOTExISVIY6W6Pnz5+Th4eH1s7Vp0+ftnSIyTp9+rTOnxmxWEzNmjUzX0BSKUWsXcujchhLi86ePUsikUg56uLHlyAINGDAAEuHaDQPHjwgb29vEgRBeb1isZhEIhGtXLlS63nJDeccMmSIGa/CNNb+70tc10skElHFihUtOiT44cOHVKlSJZW4MmXKRPPmzVMmIHFxcTRv3jzy8fFRjmpp37493b5922JxJ+fVq1fUqVMnleSkXr16dP36dUuHliJyuZwqVKigcXi7IAgkFovpypUrpg8kIYHI35+oYEGK+F/9nJgwlsZUqVJF52/KgiDQ27dvLR1mqkVHR1OWLFl0zgty7tw5refPnz+fbGxsSCQSKSfAAkB9+/ZNF61KiYmJ1LhxY50/CzVq1DDphG7Jefr0Kbm6umr9DCdMmECxsbFUo0YNtetISr6dnJwoe/bsNHToUHrx4oXFrkWb8PBwevr0KYWGhhpcRlxcHN27d4/u379P8fHxRoxOt8+fP1OVKlWUrYg2NjYkCAI5OjrS3r17TVt5fDzR6tVEPj5EABHAiQljaVFwcHCKfkueO3eupUNNtfXr1yfb1NykSROdZYSGhtLChQvp999/pylTpuh8BJQWxcfH05QpU8jb21v5vnh4eFDz5s3p+vXrFn8k0r59e52JpVgsplGjRqXokZREIiEHBwedyWhak5CQQBMmTFA+lk36/CZNmmS2GVjlcjldunSJ/vjjD/Lz86MVK1aY9v4ZG0u0bBlRrlzKhMQYiYlAZL3jh1KzbDJj1u7hw4coUaKEzmNsbGwwevRoZSfMtKpDhw7Ys2ePztVeJRIJEhISUjTMMz2TSqUICQmBRCJBtmzZrOL9iIyMhKenp86RQ4IgwMnJCVFRUSkqUyQSwdnZGe/fv4ezs7OxQrUImUyG1q1b48iRI2ojfARBQOvWrbF7926IROlkvElMDLB6NTB7NvDhg8ZDIgG4AQbdv9PJu8RY2pMzZ061Je5/JpVKkS9fPjNFZDpSqTTZYb8ymSzNzLNgShKJBLlz50b27NmtIikBgM+fPyc7nFksFqc4KQEUw3C/f/+OrVu3pjY8i9u/fz8OHz6s8eeXiLBv3z4cPXrUApEZWVQUMGcO4OMDDB+uNSlJLU5MGLOQTJkyoW3btjqTEwcHB7Rr186MUZlG+fLldd5kRSIRSpUqlSZ/oyQiXLt2DYsXL8bKlSvx+vVrS4dkdJ6ensl+Nrpaw7QRiUS4evWqoWFZjZUrV+qcjE8sFmPVqlVmjMjIIiKAadOAvHmB0aOB0FCTVpf2vgUYS0dmzJgBd3d3tS+1pJv40qVL08W8Fb1794aNjY3W5EQul+P33383b1BG8PTpU5QqVQpVqlTB8OHD4efnB19fX7Rt29YqZwuVSqV4/vw5Xrx4odc0/u7u7mjRooXOmy8RoUyZMnoll4Ig6CwzrXj+/LnO91Mmk6XNifHCwoCJExUJyV9/AV+/mqVaTkwYs6C8efPi5s2baNWqlcoXepEiRbB//3707NnTgtEZj5eXF7Zt2waxWKw2WRkA9OrVC127djVLLBEREVi2bBl69eqFAQMG4ODBgwattRMSEoJq1arh8ePHABTJFSkGFODAgQNo2rSpSdbwMURiYiKmTZuG7Nmzo1ChQihYsCBy586NuXPnpjjGyZMnw9bWVmsiMWLECEyaNEmvlhOpVIr69eun+HhrldxEe4IgwMPDw0zRGMHnz8C4cYqEZPJkIDxcv/Pz5QOWLDG8fmN1zjUFHpXDMpLQ0FC6efMmPXv2zOIjMEzl3r171L17d3JzcyMHBweqWrUq7dy502zXe+TIEXJyciJBEEgikSjnrShQoAC9fv1ar7JGjRqlc5QKADp69KiJriTlpFIptWrVSutcOV27dk3x+3/z5k0qWrSoShmOjo70zz//KOdXWbp0KYlEIhKLxRrrTHqJxWLKnj27WYfUmsqcOXOSHfa/ePFiS4eZvA8fiP74g8jRUW2UTYpehQoRbdpElJiYqvs3j8phjGUI9+/fR7ly5TR2spVIJMiVKxeePHkCOzu7FJWXJUsWhOp41i4Wi9GhQweLd+7cs2dPsv2UTpw4gYYNG6aoPCLCrVu38OTJE7i4uKBBgwZqo2qCg4Oxbt06PH78GK9evcLdu3chFoshk8mUj/O8vLxw9uxZFCtWzLALsyLfvn1D8eLF8enTJ7VOwhKJBDly5MCDBw+s9z727p1ihM2aNUBcnP7nFyumeNTTti3wvxa1VN2/jZxvGRW3mDDGjKVLly5q047//NqyZUuKy7OxsUl2vo569eqZ8IpSpk6dOjpbdiQSCbVu3dqkMdy9e5f69etH5cuXp5o1a9KiRYsoPDzcpHWa26tXr6hEiRLK1qCk97x06dJGX8LAaN68IRowgMjW1rAWktKlifbuJdIwG3Fq7t+8ujBjLEPYv3+/ziGvIpEIBw4cQOfOnVNUXs6cOREUFKR1v0QigY+Pj95xGtvTp0919iORSqV4+vSpSWMoVapU2h6V8hMiQnR0NOzs7GBjYwMAyJcvH+7du4fLly/j4sWLEAQBtWrVQuXKla1m2LfSq1fA9OnApk1ACla1VlOhAvD330DTpoAJri1NdX49f/48BEGAIAj4559/LB1OuhETE4PZs2ejfPny8PDwgJOTEwoXLow//vgDb9++TXX5crkcFy9exLhx41CrVi1kzZoVtra2cHV1RbFixeDn54cHDx4YXP6HDx+QKVMm5c9GrVq1DCpnxYoVyjIEQYC/v7/eZcjlcuUXUdKLWYe4ZJqo5XI5YmJiUlxe//79dY5AkUql6N27d4rLMxV3d3ed+wVBSPYYfT158gR79uzBsWPH9HpPrV1UVBQmTZqEbNmywcXFBQ4ODmjbti0CAwMBKN7L6tWrY/z48Rg3bhyqVKliXd8BT58C3boBhQoB69frn5RUqwacPAlcvw40a2aSpARA2nqUExAQoGx+nDhxomWDSydevHhBBQoU0NrM6+rqSocPH05VHbly5Uq2yVskEtHo0aMN6gTZpk0blbJq1qypdxnv378nV1dXlXI2bNigdzlLlixRuzZmHYoXL55sZ8wxY8akuLzIyEgqUqSI1oXTevToYRWdmKdNm5Zsx8wlS5YYpa6nT59StWrVVMp3cXGhSZMmWXTxQWOIjIyk0qVLq72XSZ2oraGjs1YPHxJ16EAkCIY9sqldmygggEiPn+fUPMqx6m9NTkxMKzIykgoWLKh8T/v27Utnz56lq1ev0rRp08jZ2ZkARa/7u3fvGlxP0he3r68vjRkzhg4dOkS3b9+mS5cu0eTJk1XWlhg7dqxeZR86dIgAqKwvYkhi0rp1a7Vy9E1M3r17Ry4uLiQIAmXOnJkTEyuzatUqnYmJSCSiV69e6VVmWFgYde/eXaW/ibu7O02ZMoWkUqmJrkQ/nz9/Ji8vL40JlEQioVy5chmlH19QUBB5eHho7c8yePBgI1yN5YwcOVLrtQmCQG5ubhQTE2PpMFXduUP066+GJSMAUcOGRJcvG1Q1JybMIH///bfy/Zw9e7ba/itXrig7Cxpys09SuXJlOnHihNbfHl++fEleXl7KL8qU3hy+f/+ubI3ZtGmTwYnJgQMHCAB5eXnRvHnzDE5MWrVqRQCoV69eVLNmTU5MrExiYiI1b95cLTlJutksWrTI4LK/fPlCAQEBdOXKFYqLizNi1Mbx77//kq+vr8pv+ACoaNGieidj2vTu3TvZzsXPnz83Sl3mFhcXp9aiqunl7+9v6VAVbtwgatbM8ISkWTNFGanAiQnTW0JCArm5uREA+uWXX7Q2s/bv31/5nt+8edNk8fz4CGTevHkpOmfIkCEEgGrXrk1EZFBiEhkZSTlz5iQAtHHjRtqwYYNBicnevXsJAGXOnJm+fPnCiYmVSkxMpAULFlDevHmVn0/16tWtuxneSGQyGZ08eZLGjx9Pf/31F507d85oj5ri4+PJ3t5e501bIpHQX3/9ZZT6zO3Vq1fJJiU2NjY0YsQIywZ66RJRgwaGJyS//qpoZTGC1CQmaarza2olJCRg+fLlqF27Nry8vGBra4usWbOiSZMm2LJlS7IzFj5//hxDhgxBsWLF4OLiAltbW2TPnh2lSpVCr169sHPnTsTHx6udJ5PJ4O/vj4YNGyo7frq5uaFAgQKoW7cupk+fjn///ddUl61RQEAAIiIiAADdu3fX2omvR48eyr/v37/fZPHUrl1b+fdXr14le/zNmzexbNky2NraYsWKFQbXO3bsWLx79w61atVCt27dDCojMjISQ4YMAQDMmTMn2VkgmeVIJBL8/vvveP36Nb59+4bo6GhcvHgRTZo0sXRoJicSidCgQQNMnToVU6ZMQe3atY3WMTMiIiLZzsWAYrZcXeRyOe7fv48rV67g8+fPRonNGBwcHJI9hohSdJzREQEBAUCdOkD16sCpU/qdLwhAhw7AgwfA3r1A6dKmiVMfRkmNTMSYLSZBQUFUuHBhnRlvtWrV6OvXrxrP37VrF9na2iabNT98+FDlvO/fv1P16tWTPa9NmzYGvUeG+vExzrVr17Qel5iYSI6OjgSAatSoYbJ4AgMDlfEMGTJE57GJiYnK+QL+/vtv5fak81PaYnLt2jUSiURka2tLT548ISIyqMVk4MCBau8Pt5iwjCQ+Pp7s7OySbTEZP3681jLWr19PefLkUR4vFoupffv29O7dOzNeiXaaOr7+/DJlq7IauZzo5EmiqlUNax0Ri4m6diX633efsXGLSTKioqJQt25d5Vj9Vq1a4dChQ7h9+zZ2796NmjVrAgAuX76M5s2bq435//TpE3r27ImEhAR4e3tj8uTJOHXqFO7cuYMrV65g48aN6NWrl8a1EP755x9cunQJANCsWTNs374dV65cQWBgII4fP47p06dbZEjZjy00hQsX1nqcRCKBr68vAMUQQFO5cOGC8u+//PKLzmPnzp2LBw8ewNfXF+PGjTOovsTERPTr1w9yuRyjRo3S+R7ocu3aNaxcuRI2NjaparlhLC2ztbVFp06ddK6ULZVKta6HNGvWLPTq1UtlegKZTIZ9+/ahYsWK+Pjxo9Fj1tfff/+ttVVdLBajVq1aKF++vOkDIQKOHAEqVQIaNgSuXNHvfIkE6N0bePZMMY+Jgd99JmWCRMlojNViMnLkSOV5mp5xyuVy6ty5s/KY5cuXq+xft26d1haRH8XExKj1yk7qnNm2bVudMWpqqQkKCkq2pSUlr4CAALWyK1asSADIyclJZ1xERE2bNlWWZYqOfdHR0ZQ7d24CQHZ2dvT+/Xutx758+ZIcHBwIAJ08eVJlX1KMKWkxmTZtGgGgfPnyUWxsrHK7Pi0mCQkJynVDfh5NxC0mLKN5+fIlubu7ax0+3b9/f43nvX//PtmZaf38/IwSY0JCAh05coRWrFhBe/bs0XsUzaJFi5SzuorFYmVn3ypVqmhtbTcamUwxy2rp0oa1kNjaKmZ5NdMstNz5VYe4uDhyd3cnQNEDXdsQvoiICPL09CQAVKRIEZV9STexTJky6X0NScMIDenxb8rEpEiRIgSAsmTJkmwc7du3V5b15csXva8jOYMHD1aWn1znsXr16hEA6tChg9q+lCYmL168UHbUO378uMo+fRKTKVOmEADy8fFR+4LjxIRlRI8ePaJy5cqpfP84ODjQuHHjtH73zpgxI9lHJI6Ojqle7G/Xrl3K0X9JL1dXV1q6dKle5bx7944mT55MnTt3pgEDBtDZs2dNO1+NVEq0YwdRsWKGJST29kRDhxIFB5suRg14SnodAgMDEf6/JZt79OihdcluV1dXtG/fHitWrMC///6LDx8+IFu2bACg/PPbt284ePAgWrZsmeL6s2XLhv/++w87d+5Enz594OjomOJzc+TIgYcPH6b4eG00TYud1FHN1tY22fN/XNQsNjY21fH8aOvWrVi6dCkAxSOcqVOnaj1206ZNOHPmDFxdXbFgwQKD6+zfvz/i4uLQrl07NGrUyKAyXrx4gWnTpgEAli5daplOb4xZmaJFi+LWrVu4f/8+Hj16BEdHR9SrVw8uLi5azwkKCoJYLNY5+CAmJgZfv35Vfhfr69ChQ+jQoQOISGV7ZGQkBg8eDAAYNGiQyr7o6Gh8+PAB7u7uyJw5s3J7jhw58PfffxsUh16kUmD7dmDaNMVjF305OgIDBwIjRwJZsxo/PlMyfp5kPMZoMVm1apXynIsXL+o81t/fX3nsqVOnlNu/fPmibHURBIFq165N8+fPp9u3byc7idKPnUy9vb1p0KBBtG/fPgoNDU1R/KZiDS0mAQEByg5zHh4e9O+//2o99vPnz8pJy7TNUpkUo64Wk6QWEVdXV42PjFLaYlK7dm0CtHda5hYTxlJm7Nixyc5/IhKJKCoqyqDy5XI5+fr66pxc78fJ0d69e0c9e/ZU6cxbu3btZO8fRhMfT7R2LVH+/Ia1kLi4EI0dS2Theww/ytFhxowZynOePn2q89gTJ04oj92xY4fKvosXL1KOHDnUfqBdXV2pdevWWqdtT0hIoF69emn8T1G0aFGaMGECffz4MUXXYkyW7mNy69YtcnFxIQDk7OxM169f13l8165dCQCVK1dO65wrySUmoaGhysd12h6tpSQxSepz5OLionXEgCUSk1evXtHw4cMpb968lD17dmrZsiWdOXPGbPUzZogHDx7oTErEYnGqVj++deuWzvKTXnv27KHg4GDKli2bWqKU1Kfk0KFDRrzyn8TFEa1YQZQnj2EJiZsb0cSJRKbu65JC/CgnhVIz8qV69ep4+fIl9u7di2PHjuHixYt49+4dIiMjsX//fuzfvx8NGzbEvn37VB7X2NjYYN26dfjjjz+wfft2nDt3Drdv30ZCQgIeP36Mx48fY/78+diyZYvaI6LExEQ8M6QJ7yc+Pj5wcnJS2ZYzZ07cuHED0dHRCA8P17mIV3BwMADAy8tL5bGOoR4/foxGjRrh+/fvsLOzw4EDB1CxYkWtx4eEhGDz5s0AgDp16mDXrl06yw8NDcWOHTsAKK49qey1a9fi69evcHd3h6enp/KYH924cUPl7/b29sp6vb29AShGEABAzZo1lSOuNMWQJKkeJycnNG/eXGfshjp9+jRatGiBxMRE5aiyo0eP4uDBgxg9ejRmzpxpXYuJsRRLTEzEvn37sG7dOrx//x7Zs2dHr1690LZtW+XKtmlZ8eLF0b59e+zZs0ftcY5IJIJEIknVo5OUzocSGhqKUaNGITQ0VG1kpkwmgyAI6NGjB0JCQozyPagUGwusWQPMng28f6//+R4ewIgRwODBgJub8eKyJBMkSkZjLY9ytHn9+jUtWbJEZb2Z33//PdnzYmNj6fTp09SzZ09lb3QHBwcKCQlROc6UnV/1mcfEycmJAOPMY/Ly5UvKli0bAYre9gcOHEj2nNS8D927d1eWM3HiRKO8hz/OtaDPK0+ePKl+/zT5+vUrOTk56Wyq3rNnj0nqZqb1/ft3qlq1KgFQdhBN+rNy5cpGWePGGsTFxSlblgVBUH4v5siRQ+P3lz4ePnyYov+fW7duTfaREgDauXOncS46Kopo7lyiLFkMayHx9iaaPZvo+3fjxGNkPI+JDsWKFVP+/cffhjW5efOmxvO08fHxweDBg3Hr1i3kzJkTAJL9bR4A7O3tUa9ePaxfvx5z5swBoOhUeuTIkWTPNZZq1aop//7jHCI/u337NqKjowEAVatWTVWd7969Q7169fDhwweIRCJs3LhRr47ETDN/f3/ExMSodexLIhaLU9VZOD2Qy+XJzuxsjQYPHozr168DgDL+pD9v3rwJPz8/i8VmTHZ2dli3bh3+++8/LF26FNOnT8eRI0fw9u1b1KpVK1VlFytWDKVKldI6uzUAeHt7I3/+/JBKpTrLkkgkqW/FjowEZswA8uZVdEz99Em/87NlAxYuBIKCgFGjAGfn1MVjjYyfJ/2/6dOnU7ly5cjZ2Zm8vLyoZcuWyfbz+JGxhwsXK1ZMa/+EyMhIZefKn4cLp0TS6rS2trZ6nXf//n3lNU2fPl3veg0VHx+vslaOtuFuxlor59OnT1SoUCFlWatXrza4LG2Syk7NgoOGrpXzM3P2Mfn11191tpbgf79lm2pIo0wmo69fv1rfyqpEdPDgQapRowaJRCISiURUpUoV2rNnj2mHdxrJx48fk/0NXiwWq7W0MnVr167V+h4KgkC7du2iZ8+eJdtaIhKJaMGCBYYFERZG9M8/RJkyGdZCkisX0bJlRD/Mu2TNrLbF5MKFCxg0aBCuX7+O06dPIzExEQ0aNFD+Bm4OdnZ26NOnDwDg0aNHmDJlitoxRITBgwfjy5cvAKAcPpbk5MmT+PDhg9Y6IiIilK0tPw7NDQsLw+HDh7X+JgsAp35Y10DTsF5TsbW1xdChQwEoZnSdO3eu2jHXrl3DunXrACj6U2ib1VAQBAiCgLx582rcHx4ejoYNGyp/01iwYAH69u1rhKtgwP+//8kdY2wxMTGYPHkysmfPDk9PTzg5OaFRo0a4ePGi0esyxOTJk9GyZUtcuXJF2WJy48YNtG3b1uAZg83pypUryf4GL5PJtPZzYgp37tzBkCFDtLaYDBs2DO3atUOBAgXwyy+/6Py/QkRo3bq1fgF8/Qr89ZeiheSff4Bv3/Q738cHWL0aePkS8PMD/tfvLT0zaefXEydOqPzb398f3t7eCAwMRI0aNVJV9r179+Dv75/scXXq1MGECROwb98+vH79Gv/88w8ePnyInj17Ilu2bAgKCsLSpUtx/vx5AEDlypXRr18/lTK2b9+O5s2bo379+mjQoAGKFSsGDw8PfP/+HY8ePcLSpUvx/n+dlgYMGKA8LzIyEi1atEDevHnx66+/omLFisiTJw8kEgk+fPiAw4cPY+3atQAUY+ObNWuWqvdEX6NGjcLOnTvx/PlzjB49Gi9fvkTHjh3h4OCAgIAATJ8+HVKpFA4ODli4cKFBdcTHx6Np06a4d+8eAKBz586oV68eHj16pPUcJycnsyZpaV3t2rWxb98+rfuTpsvW9oUbEhKC06dPIyEhAWXLlkWZMmWSrTMmJgZ16tTBrVu3lI8WiAhnzpzBqVOnsG3bNnTs2NGwCzKC69evY+LEiQCg0pEx6e8zZ85Ew4YNU/2YwJR0/UJjyHEZ1fDhw5GQkKD1UZ6/vz9mzJgBe3t7TJkyBW3bttV4nEgkQo8ePZAnT56UVfzpEzBvHrB8OWDIL+MFCgDjxwO//Qakg07OejFq200yXrx4QYD2ad3j4uIoIiJC+QoODtb6KCelr/379xNRyhbxq1q1qsZphbt3756iugYMGKDyqCilnTazZctGt2/fNv4bngIvXrygAgUKaI3N1dVV61DoJEnHaurcaUjHVUMfxaT2fKK0+SgnIiKC3N3ddc6eefToUbXzoqOjqXv37mrnlS1blp49e6azzokTJ2qtTxAEsre3p2/fvpnoipPXtWtXnY9BJBKJ2RfO1FdwcHCyM6IKgkBv3761dKhW6/Xr1yn6zvmxQ+uqVavIzs6OBEEgGxsbZUfcrl27pmy6hPfviX7/ncjBwbBHNkWKEG3bppjxNQ1LE/OYyGQyatq0KVWtWlXrMdpGTRgjMSFS9KtYunQp1axZkzw9PcnGxoayZMlCjRo1os2bN2vtfxIWFkZbtmyhXr16Ubly5ShHjhxka2tLDg4OVLBgQerevTtdunRJ7Ty5XE43b96kf/75hxo0aECFChUid3d3kkgklDlzZqpRowbNmTPH4j3ro6KiaNasWVSuXDlyd3cnR0dHKlSoEA0fPpzepGBdBU5M1Jl7HpOrV6+Sq6uryo0s6cY8Y8YMtePlcjk1btxY441PLBZT5syZta5ZJJVK1ab21nTDNGQZBmNJ7pcQAJQ7d26LxZdSbdu21bqOTGrn98gILly4kOzPgVgspjlz5qic9+3bN1q2bBmNGDGCpkyZQs+fP0++srdvifz8iOzsDEtISpYk2r1bsSZOOpAmEpMBAwZQnjx5KFjHfP3JtZgwxrT7+PEjTZ06lcqVK0fFihWjXr16aW2JO3fuXLJf1n/88YfGc0NDQ5P9spdIJNS3b19TXq5OpUqVSjbGAgUKWCy+lPr69SsVL15cOYw2KekTBIGKFi1qkrWr0pPHjx+n6Jchf39/wyt59YqoTx8iGxvDEpJy5YgOHiSSyykkJIQWL15M//zzD/n7+xs82601sPrEZNCgQZQzZ056/fq1Xuel5sIYY9r17Nkz2REfHh4eGs/9/v17ihKTYcOGmfeifqDrUVNS4jVmzBiLxaeP6OhoWr58OZUtW5ayZs1KZcqUoWXLlqXpm5a5yOVyKl68uM6fBXt7ewoPD9e/8GfPiLp3JxKLDUtIKlcmOn6cSC4nqVRKI0aMILFYTCKRSLn4q5OTU6pabi3JahMTuVxOgwYNouzZs6esKewnnJgwZhrNmjVLNrkQBEHrsNratWvrXKoe0Dyxn7mEhISQi4uLxhuSSCQiBweHFD2mZGnf8ePHVVqcfn5NmzZNvwIfPSLq1IlIJDIsIalZk+jMGaIf/m+NHj1a55D/vXv3GvdNMQOrTUwGDhxIbm5udP78efrw4YPyldL5DjgxYcw0BgwYkGyLSbZs2bSef+bMGa1fpGKxmCpUqJDiuUKkUikdOHCAmjZtSkWKFKFatWrR+vXrKTaV8zVcuXKF3N3dSRAE5TwmgiCQi4uLRZMmZn779u0jb29vZcINKGbbnjFjRsrntLl3j6htWyJBMCwhqVeP6MIFtWJDQ0N1/l8UBIEKFy6cJube+ZHVJiba3uiUNk1xYsKYady8eVNnUiIWi5OdxHDjxo1ka2tLIpGIJBKJ8su1fPnyKV49Oy4ujpo0aaKsM6lFA1BMiJjaVbgjIyNp+fLl1K5dO2rbti0tXrzYsGZ7luYlJCTQoUOHaPHixbR161aKjIxM2Ym3bhG1aGFYMgIQNWlCpGPZjzVr1iQ7QSKgfTSrtQoLC7POxCS1ODFhzHR69Oih8QtRLBZTvnz5KCwsLNkyPn/+TPPmzaNevXrR4MGD6dy5c3r9ZjdixAitz//FYjE1aNAgNZfImOGuXCFq1MjwhKRVK6IUTAMxe/bsZB+LAtA48tNanTt3TrkmmiH3b4GICFYqMjISbm5uiIiIgKurq6XDYSxdkclkmDRpEhYuXIjv378DUEwi1apVKyxfvhxZsmQxaf1RUVHIkiULYmJidB735MkTFC5c2KSxMKZ04QIweTJw7pz+5woC0K6dYmK0EiVSdMq+ffvQpk2bZIoVEBwcjBw5cugfk5kFBgaiSpUqSExMBBEZdP826cyvjDHrJRaLMXnyZPz555+4fv064uPjUbJkSWTPnt0s9QcGBiablAiCgICAAE5MmGkRAWfOAFOmAIZM8S8SAZ06KRKSX37R69RmzZrB09MTYWFhGmfxFYvFaNCgQZpISgBg4sSJkMlkqZqRmBMTxjI4R0dH1KlTx+z1pvSLy4obda0aEeHmzZs4ceIEEhISUL58eTRr1gwSCX/tJ4mMiMDH9euRY8MGOD18qH8BEgnQtSswdqxiCnkD2NraYt26dfj1118hCILK1PlisRguLi5pZnXwiIgIHDt2LNX/Z/knlDFmEaVKlYKdnR3i4+O1HkNEqFatmhmjSh8+ffqE1q1b49q1a5BIJBAEAYmJiciRIwf27duHChUqWDpEiwoPC8P2Tp1Q8fRplDHkJmpjA/TsCfz5p2KRvVRq2bIlTp48ifHjxysXhBWJRGjWrBlmz56NggULproOcwgPDzfKLxLcx4QxZjEDBw7EmjVrVBbaSyKRSFCpUiVePVdPiYmJKFOmDJ4+faq2OrFYLIaDgwMePHiQMRfKlMkQt3Ur/uvfHwXj4vQ/384O6NsXGD0ayJXL+PEBePPmDb5+/YpcuXLB29vbJHWYSkxMDDw8PFR+2TDk/q15HWjGGDODuXPnolKlSgCgXJZeEAQIgoBcuXJh+/btlgwvTTpw4AAePXqklpQAig7PcXFxBq8WbmxyuRwBAQFYunQpNmzYgE+fPpmmIqkU2LoVKFYM9t2765+UODgAI0YAQUHAkiUmS0oAIG/evChbtmyaS0oAxWPhzp07p/pxIbeYMMYsKiEhAdu2bcPq1asRFBQELy8v9OjRA71794abm5ulw0tz2rVrh3379qn0VfiZp6cnvnz5Ysao1F2/fh1dunTBq1evIAgCiAgSiQT9+/fHggULYGNjk/pKEhOBLVuA6dOBly/1P9/ZGRg0SJGUpMFEwRLevXuHcuXK4fPnz5DL5QbdvzkxYYyxdKRevXo4e/aszmNsbW1VmtuDgoKwcuVKBAQEQBAE1K9fH/3790cuE7UMPHr0CBUqVEB8fLxaAiUIArp06YJNmzYZXkF8PODvD8ycCbx5o/fpURIJnMeOBYYNAzw9DY9Dh4SEBBw+fBgPHz6Ek5MTWrZsmWb6kiTn7du3GDRoEI4ePWrY/TvVM6mYEE+wxhizVuHh4XTq1Ck6efKkVa3y6+fnl+wU50WKFFEev2vXLpJIJCqTfInFYrK1taXDhw+bJMZ27dolO6nYo0ePSC6X06NHj+j8+fMpWwQ2JoZoyRKinDkNmhTtC0ATRCIa0LGjSa47yalTpyhz5swEgGxsbJTvRdu2bdPN4oxWOyV9anFiwhizNrGxsTRkyBCyt7dX3kRtbGyoV69eKZ/m3ITu3bun84YvCAItWbKEiIgeP36sNYkRBIFsbW31XhU+OdHR0ckmJRKJhNq3b09FixZV2V69enUKDAxULzQqimjePKKsWQ1KSD4BNBog5//Vc/z4caNe849u375NNjY2Gmc8FovF1KxZM5PVbU6cmDDGmBlIpVKqV6+e1ptKhQoVUr34oDGMGjVKmVz8GKNIJKJq1apRXFwcESkWWtXVuiIWi2nUqFFGje3Dhw/JTr+e9P7+HL9YLCYHBwe6nTTVe2Qk0YwZRJkzG5SQhAD0O0COP5RftWpVkslkRr3mH7Vs2TLZxOzWrVsmq99cUnP/5lE5jDGWQocOHcKZM2c0diyVyWS4efMmtm7daoHIVM2aNQurVq1C3rx5ldvc3NwwatQonDp1CnZ2dgCAEydOaBy9k0Qmk+HEiRNGjc3DwwMODg46j0l6f+mnLpAymQwJCQkY5+enmDY+Tx7F5GZ6duRNyJIFEzw84ANgiViMuP+NCGvUqBGOHj2qHCFmbDExMTh8+LDG4fFJJBIJdu7caZL60wqeYI0xxlJo3bp1EIvFWm8sIpEIq1evRu/evc0cmSpBENCvXz/06dMHQUFBSExMhI+PjzIhSaLrBqnPMfqwtbVFt27dsG7dOp1JkSYeAH6XyTD05k3gfxOR6SVvXmDsWNh2745/bGxQ7cwZBAYGws7ODo0bN8Yvek4nr6+oqCido6WShIeHmzQOa8eJCWOMpVBQUJDOG7VcLsfbt2/NGJFuIpEI+fPn17q/Ro0a2LFjh9YEQSKRoFatWkaP6++//8aBAwfw9etXjXUnDR9O4gXgDwB+AFwMqbBAAWDcOKBzZ8WsrVBM4tWgQQM0aNDAkBIN4uHhAVdXV0RGRmo9Ri6X6/zMMgJ+lMMYYymUNWtWnc38giCorcp8+/Zt9OzZE8WLF0f58uUxffp0hIaGmjrUFBkyZEiyj3L8/PyMXm+OHDlw48YNNGrUCIIgKLdnzZoVPXr0UCYlWQHMA/AGwBgYkJT88otiYrV//wV69FAmJZYikUjQp08fiMVirccIgoDu3bubMSorZOwOL8bEnV8ZY9Zk06ZNyY54WbhwofL4yZMnK0eZJB0jEonIzc2Nbt68acEr+X8LFy5Ui1EikZAgCLRmzRqT1x8cHEynT5+mq1evUmJiIkVGRpKvnR0tASjWgA6tBBCVKEG0axeRCTuxGurLly+UL18+tQ6wSR19582bZ+kQjYJH5TDGmBnExcVRqVKlNI6qkEgklD9/fuX31cGDB3WOdvH09LSaOSuuXLlCHTp0IG9vb8qSJQt16dLFMiNDXr8m6tuXpGKxYQlJ2bJEBw5YZULyo9DQUOrVqxfZ2dkpfyYKFSpEW7dutXRoRpOa+zfP/MoYY3oICwtDjx49cOTIEZV+EHXr1sXmzZuRLVs2AIr+G1evXtXZJ2X16tXo27evyWO2ei9eKKaN37wZMKSzbaVKwN9/A40bAz88GrJ2ERERCAoKgqOjIwoUKKDyWCutS839mxMTxhgzwKtXr3D+/HkQEapWraoyokMmk8HGxkbnEvBisRjt2rXL2AsV/vsvMG0asGMHkILRKmpq1FAkJHXrpqmEJCNIzf2bR+UwxpgB8ufPr3X0BCkek+s8PyXHJCYmYv369Vi2bBmeP38OR0dHdOjQAcOHD0/b66o8eABMnQrs2aN4CKOvunUVCUnNmsaPjVkcj8phjDEjk0gkKF++vM4RPESEatWqad0fHx+Ppk2bYuDAgXj06BHi4+Px7ds3rF27FqVKlcKlS5dMEbppBQYCrVoBJUsCu3frn5Q0bgxcvQqcOcNJSTrGiQljjJnAiBEjtE6mJRKJ4OzsjG7dumk9f86cOTh79qxay4pUKkV8fDxat26tskKwVbt+HWjSBChXDjh4UP/zW7YEbt0Cjh0DKlc2fnzMqnBiwhhjJtChQwcMGzYMAFTmrRCLxbCzs8PBgwe1PnuXSqVYsmSJ1sRGLpfj69ev2Lt3r/EDN6YLF4B69RTJxPHj+p0rCEC7dsC9e8CBA4qkhqWKXC7HmTNnsGTJEqxfv95q5tP5GfcxYYwxExAEAQsWLECTJk2wdOlSBAYGwt7eHr/++iv8/Pzg4+Oj9dyQkJBkbxo2Nja4desWfvvtN2OHnjpEwNmzwJQpwMWL+p8vEgEdOwLjxwNFihg/vgzqypUr6NKlC968eQORSAS5XA6JRIIBAwZg/vz5sLGxgUwmw/nz5xESEoJs2bKhVq1akEjMnyZwYsIYYyYiCIJB057bpGCGUiJK0XFmQ6RoFZkyRfHoRl9iMdC1q2JRvrTcsdfCEhIS4O/vj+XLl+P58+dwdXVF/fr1sWvXLuUsv0ktcVKpFMuWLUN0dDSaNm2KoUOHIiQkRFlWtmzZsGDBAnTo0MGs18DDhRljzMoQEYoVK4YnT57oHLlz9uxZ1KlTx4yRaUAEHDqkSEgCA/U/38ZGMV38n38C+fIZNTSpVIrdu3dj1apVePnyJTw9PdG1a1f06dMH7u7uRq3LGsTHx6NJkyYICAgA8P+rM/+89pAmuo7ZsWOH3skJz2PCGGPpzNatW9GlSxeN+yQSCYoWLYq7d+9ablIuuRzYu1cx7PfBA/3Pt7MD+vQBRo8Gcuc2enjx8fFo3rw5Tp8+rXx0ASg6HufIkQMXL15E3rx5jV6vJf3999+YPn16ilYw1ke2bNkQHBysc42fn6Xm/s2dXxljGdK7d+9w/fp1vHr1ytKhaNS5c2dMnDgRAJTP+ZOGH/v4+ODIkSOWSUpkMmDbNqB4caB9e/2TEgcHYPhw4PVrYOlSkyQlgOImffbsWQBQuVHL5XJ8+PABbdu2TbYVIS1JSEjAsmXLjJ6UAMCHDx9w/vx5o5erDScmjLEM5f79+6hfvz5y5cqFypUrw9fXFxUqVFA2f1uTf/75B48ePYKfnx/q1q2Lli1bYuvWrXj48CFy5sxp3mASEwF/f8WKvZ07K2Zt1YeTk6J15M0bYP58IHt2U0QJAIiJicHKlSu13qSlUikCAwNx48YNk8Vgbm/fvsW3b99MVv6HDx9MVvbPuPMrYyzDuHPnDqpVq4aEhASV7YGBgahfvz4OHTqEJk2aWCg6zYoWLYpFixZZLoCEBEVCMnMmEBSk//mursDQocDvvwOensaOTqPHjx/j+/fvOo8Ri8W4dOkSKlWqZJaYTM3Uo2eymzCR/Bm3mDDGMozBgwcjISFBbWE9uVwOuVyOvn376lx0L0OJiwOWLQN8fYH+/fVPSjJlAiZNAt6+VXSMNVNSAiBFj7iIKF0tmpcnTx74+PgYdE3u7u46z8uZMydqmnGmXU5MGGMZwrNnz3Dt2jWtiQcRISQkBKdPnzZzZFYmJgZYsEAxQmbwYCA4WL/zM2cGZsxQPLKZMAGwwOiXYsWKwc3NTecxcrkctWvXNlNEpicSiTBmzBit/WbEYrHae5ItWzasXLkSGzduBKCe0AmCAEEQsGjRIr06vqYWJyaMsQwhKAW/8QuCgNevX5shGiv0/TswezaQNy8wYgSgb5+CrFmBefMUCcmffyoe4ViIvb09hgwZorUVQCKRoHLlyihbtqyZIzOtfv36YcSIEQDUO0z7+vri33//RXBwMM6cOYPr168jODgY/fv3R4sWLXDw4EHkyZNHpbzcuXNj7969+PXXX816HTxcmCXbpJnemjxZxnTjxo0U9SfYvn07OnbsaIaIrEREBLBkiaKVJCxM//Nz5ADGjFEM/XVwUNkVHx+PsLAwuLm5wdHR0UgBp0xiYiLat2+PAwcOQCwWQyaTKb/H8ufPj/PnzyNHjhxmjclcAgMDsWbNGvz777/IlCkTOnTogDZt2sDOzk7neXK5HNeuXVPO/FqlShWdC1Hqkqr7N1mxiIgIAkARERGWDiXdSkhIoBYtWtDy5cs17l+/fj01atSI4uLizBwZY8Ylk8kod+7cBEDry9HRkSIjIy0dqnl8/Ur0999Ebm5EimnS9HvlyUO0ciWRhu+Gd+/eUf/+/cnBwYEAkFgspnbt2tHDhw/NeokymYwOHjxIzZo1o0KFClHVqlVp5cqVFBUVZdY4MqLU3L9NmphcuHCBmjVrRtmyZSMAtH//fr3O58TE9ORyOQ0bNowAqCUn69evJ0EQqH///iSTySwUIWPGs23bNp2JyfTp0y0doumFhhL9+SeRs7NhCUn+/ETr1xMlJGgsPigoiLJkyUISiUTlvZVIJOTg4EBXr1418wVb1tOnT+ncuXP077//WjoUs7LaxOTYsWM0fvx42rdvHycmVkxTcsJJCUuv1q5dS87OzsqbpSAIZGtrS5MmTSK5XG7p8EwnJIRoxAgiR0fDEpLChYk2byZKTNRZTbNmzUgsFmtM/EQiEeXLly9DfKdcvHiRypUrp3L9pUqVonPnzlk6NLNIzf3bbH1MBEHA/v370apVqxSfw31MzIeIMHz4cCxatAgVKlTArVu30K9fPyxfvtzgZ4yMWavo6Gjs378f//33H7y8vNCmTRt4eHhYOizTePcOmDULWLMGiI/X//zixYG//gLatFEstKezqnfInTt3sjOqGrrGDxHh1q1buHLlCgRBQJ06dVCiRAm9yzG18+fPo379+sph6ElEIhEEQcCxY8f0XtgxrUkTfUyQghaTuLg4ioiIUL6Cg4O5xcSM5HI5ubm5KbP7jPBbDWPpVlAQUf/+RLa2hrWQlC5NtG8fkR7fA6dPn9b5qAwACYJAixcvNuBygpQtECKRiEQiEQGgmjVr0ocPH/Quz1TkcjkVLlxYGZ+m688IrUapaTGxql+FZ8yYATc3N+UrV65clg4pQ/H390dERITy36tWrbJgNIwxg7x8CfTqBRQoAKxapZi5VR8VKwJHjihWCm7dGtCjxdTZ2TnZY4goRcf96Nu3b6hevTru3bsHACotEVeuXEGtWrUQExOjV5mmcuvWLTx9+lTrdPhEhNevX+PKlStmjiztsKrEZOzYsYiIiFC+gvWd2IcZbMOGDejduzf69+8PmUyGYcOGwc/PDytWrLB0aFaLiLBr1y5UqVIFtra2cHBwQKtWrXD58mVLh8YyoqdPga5dgUKFgA0bAKlUv/OrVwdOnQKuXQOaNgUMmCKgXLlyyJIli85jJBIJmjZtqle5a9euRUhICKQarkkqleLZs2fYvn27XmWaytu3b1N03Js3b0wbSFpm7OYbbcCdX62Wpo6uukbrMMX7M3DgQOVQSPww8kAQBFqzZo2lQ2QZxYMHRO3bEwmCYY9s6tQhOn/eaOEsXbpU52OcQYMG6V1mkSJFkn08VLNmTaNdQ2qcPXs22cdZAOjYsWOWDtWkrHZUjkpFnJhYpfj4eCpevLjG0TdJyUmhQoUoNjbWQhFap7179+r80hGJRPTy5UtLh8nSs8BAolatDEtGAKJGjYiuXDF6WHK5nP755x8SiUQkFovJxsZGOXS4W7dulKBlmLEuWbNmTfZGX6RIEaNfiyESExMpS5YsOmP19PSk+Ph4S4dqUlbbxyQqKgr37t1TPhcMCgrCvXv38N9//5myWqYHW1tbXLx4UePoG0EQsGDBAly7dg329vYWitA6LV68WOfaEYIgYPXq1WaMiGUYN24AzZoBZcsCBw7of37z5sDNm8Dx40CVKkYPTxAETJw4EW/evMHkyZPRs2dPjBkzBo8fP8bGjRthY2Ojd5k+Pj46RweKxWL4+vqmJmyjkUgkmDVrls5jpk+fDltbWzNFlAaZIFFSCggI0Jgtdu/ePUXnc4sJs1ZOTk7J/gZXo0YNS4fJ0pOLF4nq1ze8haRNG6K7dy19FQbZuHFjsv/fDh8+bOkwVaxevZpcXV2VLagAyNnZmZYuXWrp0MwiTcxjYgiex4RZq0yZMiE8PFzrfkEQUL9+fZw8edJ8QTGrJpfLsX37dixbtgyPHj2Cg4MD2rdvj2HDhmn/bZ8ICAgApkwBzp/Xv1JBADp0AMaPB4oVS1X8lpSYmIgGDRrg4sWLaqNdBEFAixYtsG/fPqubcyk2NhaHDh1Srj3TvHlzODk5WToss0gT85gYgltMmLXq2rWr2pTbP74MnauBpU9SqZTatm2r8tsz8P/TtJ//ufOpXE50/DhRlSqGtY6IxUTduhE9fWqZCzaBmJgYGj58uEprpZubG40fP96gfivMtLjFhDEzu3v3LsqXLw+5XK42y6VYLIa7uztevXoFNzc3C0XIrMmiRYswfPhwjTOiikQiuLq64v3793B0cAAOHwamTgVu3dK/IokE6NED+PNPIH/+1AduhaKiovDw4UMIgoCSJUvC4acVjZl1SM39mxMTxgy0Z88e/Pbbb5DJZJDL5col1T08PHDq1CmUKVPGwhEya0BEyJcvn855KwQAZ/z8UOfqVeB/gwX0YmsL9O4NjBkD5MljaKgavXnzBqtWrcK5c+cgCALq1q2L/v37I3fu3Eath6UvnJgwZiEfPnzA2rVrcePGDdjY2KBRo0b47bff4OLiYunQmJX4+vUrMmfOrHGfCEA7AH8BMKgHiL090L8/MGoUkCOH4UFqsW/fPnTs2BFyuRwymQyAokVQLBZj9+7daNGihdHrZOkDJyaMMWalwsPDkSlTJpVtYgC/ARgHoLAhhTo5AX5+wB9/AMnMtGqoZ8+eoVixYpDJZGqPoARBgEQiwZMnT5A/nT4yYqmTmvu3dXVhZoyxdMbd3R1lypSBSCSCDYDeAJ4B2AQDkhIXF2DcOODNG2D2bJMlJQCwbNkyANDYL4aIIJfLeckKZhKcmDDGmImNHT4c/eVyvACwFoDebQzu7sA//wBv3wLTpgFaHg0Z0/HjxzWuTZNEJpPh+PHjJo+DZTwSSwfAGGPpVkwMsGYN2s6ejbaGnO/pCYwYAQweDJj5cXZSn5LUHsOYvjgxYYwxY4uKAlasAObOBUJD9T8/SxZg5EhgwADA2dn48aVAzZo1ERwcrLXVRCKRoFatWuYNimUI/CiHMcaMJTISmD4dyJsXGD1a/6Qke3Zg0SIgKEiRmFgoKQGAwYMHJ/sox8/Pz4wRsYyCExMtYmNj4e/vr7HjFwDs3LkTYWFhZo6KMWaVvn1T9AHJk0cx/fvXr/qdnzs3sHw58OoVMHQoYAWThpUtWxaLFy8GoGgdSSKRSCAIAlasWIESJUroVSYR4cKFCxg5ciSGDBmCdevWITo62qhxs3TACDPPmowlp6TfvXs3AaCxY8eSXC5X2bd8+XICQPPmzTN7XIwxK/L5M9G4cUQuLoZNHZ8vH9HatUTx8Za+Eq2uXr1KHTp0IC8vL/L29qbffvuNbty4oXc5Hz9+pPLlyyun4rexsSEA5OLiQkePHjVB5MySUnP/5sREh3nz5qklJ0lJybBhw9QSFsZYBvHhA9HIkUROToYlJAULEm3cSJSYaOkrMQupVEqlSpXSuL6UIAgkkUgoMDDQoLK/fPlCs2fPpgoVKlDRokWpc+fOdPnyZSNfAdMXJyapEBISQj179qTv37+r7ZPL5VSrVi1lcsJJCWMZ3Lt3REOHEtnbG5aQFC1KtH07kVRq0jDlcjlFRUWR1MT1pNThw4e1LniZ1ILSoUMHvcu9f/8+eXp6qi2MCIBGjx7N39MWxIlJKty8eZNcXFyoWrVqKsmJXC4nPz8/AkAdOnRQ/tBzUsJYBvTmDdHAgUS2toYlJKVKEe3dSySTmTTMb9++0bhx48jDw4MAkK2tLXXt2pX+/fdfk9abnB49euhcjRsA2djYkEyP9yc+Pp6yZ89OYrFYa5lbtmwx4VUxXVJz/87wnV/Lly+PU6dO4f79+2jcuDGioqJARBg8eDCWL1+ONWvWoGbNmsrjeSVLxjKQV6+APn0AX1/F8N+EBP3OL18eOHQIuHMH+PVXQGS6r9wvX76gYsWKmDVrlrJjfkJCArZv346yZcvi2rVrJqs7OdHR0ZDL5TqPSUxM1DkK6Gf79u1DSEiI1rlURCIR5syZo1eczDrwPCYAKlWqhFOnTqFBgwZo3Lgx8uXLh02bNmHNmjVITEyEn58fhg0bhty5c+OPP/6AIAiYNm2acjVZxlg68+yZYobVbdsAQyYRq1oV+PtvoEEDwEzfE6NGjcKrV6/UbtRSqRREhPbt2+PNmzcQi8VmiedHv/zyS7Lfl7lz54atrW2Kyzx37hwkEonWZEYul+P+/fuIjIzktdbSGE5M/qdSpUo4efIkqlSpgsuXL2PBggUqScmCBQuU/7H++OMPAODkhLH05tEjRUKyc6fiIYy+atUCJkxQ/GnG74bw8HBs27ZNa+uBTCbDu3fvcPLkSTRp0sRscSXp3bs3pk6dqnW/SCTC4MGD9SqTUvj5pPQ4Zj0y/KOcJESELVu2KP+9atUqjUnJiBEjMG/ePMyYMUM5xp8xlsbdvQu0aQMULw7s2KF/UtKgAXDpEhAQANSubdakBACeP3+OhGQeM0kkEty/f99MEanKnTs3FixYAECRhPxIJBKhcuXKGDJkiF5lVqtWTeejH0EQULhwYW4tSYM4MQHU+pRcu3YN7969Q/78+TFlyhS1VpERI0Zgw4YN6NSpk4UiZowZxc2bQPPmQJkywL59+p/frBlw/Tpw8iRQrZrx40uhlPR9k8vlsLe3N0M0mg0dOhQHDhxA2bJllds8PT0xfvx4nD59Wu/Y2rdvD09PT62PpogII0aMMGmrtkwmQ0BAADZt2oTjx48nmxyyFDJmL1xj+7lX78WLF+nZs2dGrePH0Tdr1qxRbr927ZrG0TqMsXTg8mWihg0NG2EDELVuTWTgvBumIJPJKFeuXDpHvQCg58+fWzpUIlLMPfLu3TtKTOU8Lknf0z+OzEn6e58+fUw6gvLw4cNq77mnpyetX7/eZHWmJRliuPCFCxfI0dGROnfubNQ6ksbX/5iUJEn6oR83bpxR62SMWYBcThQQQFS7tmHJiCAQdehA9OCBpa9Eo5UrV2pNSMRiMbVp08bSIZrEf//9R2PHjiVfX1/Knj07NW7cmA4fPmzSpOTYsWMkCAIJgqDx/dZ0P8lo0n1icuzYMXJ0dKS6detSdHS0UeuQy+V069YtrfsfPHhAsbGxRq2TMWZGcjnRyZNE1aoZlpCIRERduhBZeC6Q5MjlcpowYQIJgkBisZhEIpFy7pD69etzy6+RyOVyKlSokNakBAC5u7tTXFycxnNjYmIyxFxYqUlMBCLr7bIcGRkJNzc3ODg4oEqVKjh06BAcHR0tHRZjLC0gAo4eBaZMUfQl0ZdEAnTrBowdq5jHJI149eoV1q9fj9evX8PDwwOdOnVC1apVeQShkdy5c0eln4w2+/fvR6tWrQAAHz9+xJw5c7Bu3TpERETAyckJPXv2xKhRo5A7d24TR2wZSffviIgIvTsgp4nhwqVLl+akhDGWMnI5cPCgIiG5e1f/821tgV69gDFjgLx5jR6eqeXPnx/Tpk2zdBjp1sePH/U67u3bt6hcuTJCQ0OVw7mjo6OxcuVKbNu2DVevXkWhQoVMFm9alCZG5Tg5OcHGxsbSYTDGrJlMpph/pGRJxSyr+iYl9vbAkCGK2V5XrEiTSQkzvezZs6fouBw5cgAA+vXrh8+fP2uc+C4iIgJdu3Y1eoxpXZp4lCORSNCyZUts376dExTGmCqpVDH3yLRpwNOn+p/v6AgMHAiMHAlkzWr8+Fi6QkQoXrw4njx5onWafU9PT4SEhCinnUjO3bt3UapUKSNHalmpeZSTJlpMNm/ejEOHDqFTp05ITEy0dDiMMWuQmAisXw8ULgx07ap/UuLsrOg/8uYNMHcuJyUsRQRBwOLFiyEIgtpkcUkWLlwIW1tbPHz4MEVlWmriO2uVJhKTJk2aYM+ePTh06BAGDhxo6XAYY5YUHw+sXAkUKAD07q149KIPNzfFtPFv3wLTpwNeXqaJk6VbderUwYkTJ+D7U6fonDlzYvv27ejSpQsApHjSOEtOfGeN0sSjnKSmoCNHjiB79uwoU6aMpUNjjJlbbCywdi0waxbw/r3+53t4ACNGAIMHK5ITxlKJiHDz5k0EBwfD29sbVatWVZmJNjo6GlmzZkVUVJTWMsRiMd68eYOcOXOaI2SzSc2jnDSVmDDGMqDoaEULyZw5wKdP+p/v7Q388YeiH4mLi/HjY0yHiRMnYsqUKToXEyxQoAACAgKUHWbTg3Tfx4QxlgFFRgIzZihGx4wcqX9Ski0bsGABEBQEjB7NSQmziAkTJqB37946jwkKCkLr1q15JeT/4RYTxph1CQ8HFi8GFi4Evn3T//xcuYA//1TMRcLP7pkVkMlkyJYtGz5//qzzuKtXr6Jy5cpmisq00v0Ea4yxDODrV0ULx5IlitYSffn4KEbZdO+umCSNMSvx4sWLZJMSsViMM2fOpJvEJDU4MWGMWVZoKDBvHrBsmaI/ib4KFADGjwd++w3geY6YFfp5cjVNBEGAVCo1QzTWzyx9TJYtW4a8efPC3t4eFStWxE1D1q1gjKUvISHA8OGKPiSzZ+uflBQpAmzbBjx5omgl4aSEWSlfX1+4u7vrPEYqlaJKlSrmCchInj17hpkzZ+Kvv/7Cli1bEBsba5yCjbKMoA47duwgW1tbWr9+PT1+/Jj69u1L7u7u9OnTp2TPTc3qhIwxK/X2LZGfH5GdnWGr/ZYsSbR7N5FMZukrYWnE5cuX6bfffqOCBQtSqVKlaMqUKfTx40eT1BUeHk7r16+nadOm0fr16yk8PJyIiMaNG0cikUjjasRisZjy5ctHsjTyMx0TE0Pt27dXxm5jY6NcVfngwYNElLr7t8kTkwoVKtCgQYOU/5bJZJQ9e3aaMWNGsudyYsJYOvLqFVHfvkQ2NoYlJOXKER08SJQBloxnxiGXy+nPP/8kACSRSJSJgEgkIjc3N7p586ZR65s/fz7Z29uTIAgkkUhIEASyt7enefPmUVxcHNWtW1dZ/49JiYeHBz148MCosZjSr7/+qjHJEgSBxGIxXbp0yXoTk/j4eBKLxbR//36V7d26daMWLVqoHR8XF0cRERHKV3BwMCcmjKV1z54Rde9OJBYblpBUrkx07BgnJExvO3fu1NhCkZQQZM6cmWJiYoxS1/Lly7XWBYCWL19OCQkJtH79eipfvjxlypSJ8uTJQ+PHj6eQkBCjxGAO9+/f13mdYrGY6tWrZ72Jyfv37wkAXb16VWX7qFGjqEKFCmrHT5w4UeOFcmLCWBr06BFRp05EIpFhCUnNmkRnznBCwgxWvnx5rY9Pkl7r169PdT1xcXHk4eGhsx4PDw+Kj483wlVZ1vjx41Van7S93rx5Y/D926omWBs7diwiIiKUr+DgYEuHxBjT1/37QLt2QPHiwPbtgJYVWLU5DaCuRIKwffuAunUBQTBNnCxdi4+Px61bt7SuAAwohugGBASkuq6AgACEhYXpPCYsLMwodVlaREQEhBT8n9Q1DX9yTJqYZM6cGWKxGJ9+mrHx06dPyKphJU87Ozu4urqqvBhjacTt20DLlkCpUsCePYp2Dz0cBVAJQAMA56RSHr3HzIKMMMfotxROBJhc8pIWFChQINnhz46OjvBKxeKYJk1MbG1tUbZsWZw9e1a5TS6X4+zZszyJDGPpxbVrQJMmQPnywKFDep9+AEBZAM0A3PhhuzFuGCzjsrOzQ+nSpSESab/NyWQy1KxZM9V15cuXz6jHWbMuXbpAItE+BZpYLEbPnj1TtWKyyR/ljBgxAmvWrMHGjRvx5MkTDBw4ENHR0ejZs6epq86QTpw4gV9//RVxcXFq+z5//ox69erh4cOHFoiMpTsXLgD16gFVqgDHj+t1qhzALgAlALQGcOen/TY2Nihfvrxx4mQGi4iIwP379/Hq1as0mSj+8ccfWh/liEQiZMqUCZ06dUp1PRUqVEDhwoW1JkEikQiFCxdGhQoVUl2XpXl4eGDp0qUAoHa9EokEuXLlwsSJE1NXibE7xmiyZMkSyp07N9na2lKFChXo+vXrKTqPhwvr7/Tp02Rvb0+NGzem2NhY5fbQ0FAqXrw4ZcmShR4/fmzBCFmaJpcTnT5NVL26YR1aRSKizp2pX7VqWjvQicVi6tmzp6WvNEP7+PEj9ejRg2xtbZWfS9GiRWnPnj1mj+XFixe0YsUKWrJkid7De+VyOQ0bNkxtuLBYLCZnZ2e6cuWK0eK8dOkS2djYqHW2FYlEZGNjQ5cuXTJaXdZg//79VKJECeV12tnZUa9evZRzlFntqJzU4sTEMD8nJ5yUsFSTy4mOHiWqVMmwhEQsJurRg+j5cyIi+vTpExUuXJgEQSBBEJRf4ACoYsWKFBkZaeELzrg+ffpEefLkUUsckz6nFStWmCWOb9++UfPmzZV1J9VfpkwZevHiRYrLkcvldPr0aWrVqhXlzp2bChUqROPHj6fg4GCjx3zt2jWqUaOGyvtWo0YNunbtmtHrsgZyuZyCgoLo4cOHavfp1Ny/eXXhdOrMmTNo3rw5ihUrhsjISERERODcuXMoUqSIpUNjaYlcrug3MnUqEBio//k2NkDPnorVfn18VHZFR0dj48aNWL9+PT59+oRcuXKhX79+6NSpE+zs7Ix0AUxfgwcPxsqVK7V2cLSxscGHDx/g6elpshikUimqVq2KwMBAtTjEYjG8vLxw//59eHt7myyG1Hj79i0+fPiAbNmyIU+ePJYOxyJSc//mxCQd27Fjh/L56Z07d1C6dGkLR8TSDLkc2LtXkZA8eKD/+XZ2QJ8+wJgxQK5cxo+PmURcXBw8PT0RExOj9RiRSIT58+dj2LBhJotj3759aNOmjdb9YrEYf/31F/755x+TxcBSJzX3b6uax4QZz+fPnzF9+nTlv8ePH6+xQyxjKqRSYOtWoFgxoH17/ZMSBwfFwnxBQcDSpZyUpDGhoaE6kxJAkRS8fPnSpHFs3rwZYrFY636ZTIYNGzaYNAZmOZyYaJCYmIghQ4bg9evXGvdv3boVGzduNHNUKff582fUrVsXoaGhePz4MU6fPo2AgACto3UYQ2Ii4O8P/PIL0KWLYsVefTg7K1pH3rwB5s8HsmUzRZTMxFLymy0Rwc3NzaRxhIaGJjtXRnqYE4RpxomJBmFhYThx4gRq166tlpxs3boV3bp1w8WLFy0UnW4/JiVJfUrq1auHw4cPc3LC1MXHA6tXAwULKvqC6PubsKsr8NdfioRk5kzASp/5pxdSqRQHDx7E1KlTMX/+fLx69cqo5bu7u6NBgwY6WyukUik6dOhg1Hp/li9fPp1zZQiCgNy5c5s0BmZBRuiYazKWHJUTHBxMvr6+lDt3bnr16hUREW3ZsoVEIhH16NGDpFKp2WNKiZkzZ2odfXP69GlycHCgAwcOWCAyZlViY4mWLCHKmdOwUTaZMhFNnkz07ZulryTDOHfuHGXNmlU59FUkEpEgCNShQweKjo42Wj1XrlxRroyLn4Zyi0QiatOmjdHq0iYgIEDnOiyCINCiRYtMHgczHA8XNpEfk5MpU6ZYfVJCpBi+9f79e6373717Z8ZomNWJjiaaP58oWzbDEpLMmYlmziTi4bxmdffuXbK1tdW4IJ1IJKLmzZsbtb4jR44oF6WzsbEhsVhMAKhjx45GW41XF7lcTh07dtSYHInFYipVqpRRkzFmfDxc2ITevXuHXP/rwFezZk2cPXtWZzMnY1bp+3dg+XJg3jzg82f9z8+aFRg1CujfH3ByMn58TKd27dph//79Ovtd3Lx506iz5cbHx2P//v148uQJnJ2d0bp1a/j6+hqt/ORIpVJMmjQJixcvRmRkJADFMiddunTB/PnzTd7PhaUODxc2oa1bt6JLly4AgBw5cuDixYvpYr0DlkGEhwNLlgALFwKGdBbMmVPRqbV3b8WIG2Z2cXFxcHZ21pmUSCQSDB06FPPmzTNjZOYRGxuLwMBASKVSlChRAh4eHpYOiaUADxf+H7lcjmXLlmnt3Hnq1Cncv38/xeUldXTt0aMH3r59CwcHB40dYhmzOmFhwIQJQN68ij/1TUry5gVWrlR0hh08mJMSC4qKikp2hAoAhIeHmz4YC3BwcEC1atVQq1YtTkoyiHSVmDx9+hSjRo1Cq1at1JKTEydOoEWLFliwYEGKykpKSrp164a1a9cid+7cCAgIgK2tLScnzCISExNx8+ZNXLp0CV++fNF8UGioYpbVPHmAKVOAiAj9KvH1BdavB54/Vzy24RlYLc7d3T3Z3ziJiFtyWfph3O4uxmVI55mzZ8+Sg4MDNWzYULmI3fHjx8nOzo6aN29OcXFxyZbx7t07srW11djRNalDbO3atfW7GMYMJJfLad68eeTl5aXsACiRSKhz584UGhqqOCgkhGjECCIHB8M6tf7yC9GWLUSJiZa9WKbRiBEjlB1QNb1EIhF3bGdWhUfl/OTH5GT//v16JSVJrl+/rnX0zbt37+jt27d6xcSYoX7//XeNNyOJRELV8+al2L59iezsDEtIihcn2rmTyIpHmjGiz58/k4+Pj9YVmWfOnGnpEBlTwaNyNDh37hzq1q0LAKhfvz4OHz7MC4OxNOfx48coVqyY2vY8AMYC6AnA1pCCy5QB/v4baNECEKWrJ7rpVmhoKEaNGoXt27cjMTERgGIisokTJ6Jbt24Wjo4xVdz5VYOEhATl3xMTE2HF+RfLgJYvX46goCCN++7evYtt27YBANavX68yA2Z+AOsAvADQHwYkJRUrAkePArdvA61acVKShnh7e2Pjxo349OkTbt26hcePH+Ply5eclLB0J11+K504cQKtWrVC8+bNcfz4cdy4cUNjh1jGLCEqKgrz589H7dq18ebNG5V9d+/eRb169bB48WLIZDK8efMGMpkMhQFsBvAMQC8ANvpWWr06cOoUcO0a0KQJIAjGuBRmAZkyZUK5cuVQpEgRCPw5snQo3SUmSUlJgwYNsHv3bjRq1AhHjhzBxYsXOTlhVsHZ2Rnnz5+HRCJBrVq1lMlJUlKSL18+nDhxAmKxGCUA7ATwGEAXAHpP7Ve3LnD+PHDxIlC/PickjDGrl64Sk3///VclKUnqU1KnTh1lctK3b18LR8kYkDNnTpXkZP/+/cqk5PTp03B//Rpo3RoT9+1DOyL9/6M2agRcuQKcOQPUrGmKS2CMMZNIV51fiQjr1q1D165dNXZ0DQgIQJYsWVCkSBFThMuY3n5c8iBz5sx4vW0bXBYuBI4dM6zAFi0Uq/0acWpyxhjTF09Jz1gadffuXZQpUwbVAEySSFBHKjWsoDZtFAlJqVLGDI+lQGJiImJiYrSu3fL161d4enqaOSrGLItH5TCWBt29cweTa9bEbWdnXAL0TkpIJAI6dQIePQL27ElTSYlUKkXXrl2xd+9ejft37dqFHj16pGgqdksbPHgw6tSpg2/fvqnt27FjB3x8fPDw4UMLRMZY2sSJCWPmRoSXS5cisWJF7P/+HWWjovQ7XywGuneH8OQJsG0bULSoaeI0MalUio4dO6olJ7t27cJvv/0GqaGtR2bm5+eHt2/fol69eirJyY4dO9C5c2e0bt2aHx8zpg8jTvRmdKmZOY4xqyOXEx08SNIyZQybpdXGhqhPH6JXryx9JUaRmJhIHTt2JIlEQnv27CEiop07d5JYLKbOnTtrnXnZGt27d488PT2pTJkyFBYWRtu3byeRSETdunVLU9fBmLHwlPRW6tmzZzRixAiNX0wJCQk0ZMgQevPmjQUiY2YlkxHt3k1UsqRhCYmtLZGfH1E6XAbhx+SkQ4cOaTIpSZKUnOB/08RzUsIystTcv/lRjgk9evQICxcuRM+ePVWelScmJqJjx45YuXIlnjx5YsEImUnJZMD27UCJEkC7dsD9+/qdb28PDBsGvH4NLFsG5M5tmjgtSCKRYPPmzSAi7Ny5E7a2tti4cSPEYr1nbLG4kiVLqkxHMG/evDR5HYxZGicmJvTrr79i69at2Lp1qzI5SUpKDh8+jL1796JRo0aWDpMZm1QKbNwIFCkC/PYb8Pixfuc7OQGjRgFv3gALFwI5cpgiSquxb98+ZeIeFxeHAwcOpKq8EydOYN26dRr3ff78Gb///rtJJlrcsWMHZs+ejVKlSsHd3R0NGzbU2CGWMZYM4zfgGE9af5STJOl5c8eOHalVq1ZkY2NDhw4dsnRYzNji44nWrCHy8THskY2LC9H48USfP1v6Sszmxz4lcXFxan1ODDF8+HACQGvWrFHZHhoaSsWLF6csWbLQKyP30/m5T8nPfU4Yy2i4j0kasGnTJuWz5/3791s6HKty584dioqK0rgvIiKC7t+/b+aI9BQbS7RsGVHu3IYlJO7uRP/8Q5TBbmCaOrpq6hCrL7lcTn5+firJyY9Jyb///mu0ayBST0qScHLCMjJOTKxcQkIC/frrr8rEpGvXrtwp7n9iYmIoW7ZsVLt2bbXkJCIigipVqkQ+Pj6UkJBgoQh1iI4mWriQKHt2gxISeebMRNOnE6Xxn29DxMXFkY+Pj8aOrknJia+vL8XHxxtU/o/JyfTp002WlBARzZkzR2tH13v37lG5cuXobTrsuMyYLpyYWLGkpCTp8U3Sb1ecnPy/S5cukZOTk0pykpSUuLu7061btywc4U++fyeaPZvI29ughOS7kxONAGjXhg2WvhKLev/+vdb/A4mJiRQSEpKq8uVyObVv3175C4EpkpIf6zJkH2PpFScmVurnpCQJJyfqfkxOPnz4YJ1JSXg40dSpRJ6ehj2yyZGDjjVqRPYAzZw509JXk+6FhoZSsWLFlInJz31OGGOmw4mJlVq4cKHWjq5Jycm6dessEJl1unTpkvImYmtraz1JSVgY0cSJir4gBiQkbwA61749TR4/nsBJiVn82Kfk8ePHan1OGGOmxYmJlUpMTKQbN25o3X/16lWSyWRmjMi6JX3eAMjFxUVrh1iz+fyZaOxYxWgZQ1pI8uUj+Zo1NOZ/o0Q4KTEPTR1dNXWIZYyZDk+wZqUkEgkqVKigdX/lypUhEvFHAChWomzYsCHc3d2xYMECyOVyNG/eHNHR0eYP5uNHYORIIE8eYMYM4Pt3/c4vVAjYtAl49gxCnz6wc3FR7nJ0dDRysOxnfn5+CA0NRUBAAH755RcAgCAIWLp0Kfz8/NCvXz+e2JAxa2aCRMlo0nqLCUsZTR1dNXWINbl374iGDiWytzeshaRYMaIdO4h+6Dc0ceJEZUvJyJEjCQAtXrzYPNeTQYWEhNCTJ0807pPL5XT+/HkzR8RYxsOPcliaFRMTo7Wj64/JiUmHC795QzRggGJNGkMSklKliPbuVayJ84MfkxIixU2RkxPGWEaQmvu3xFQtMdOmTcPRo0dx79492NraIjw83FRVsTTM3t4ejRo1wpIlS1CuXDmVfdWqVcOJEydw5coV2NjYGL/yV6+A6dMVj12kUv3Pr1AB+PtvoGlTQBBUdq1YsQKTJk3CzJkzMWbMGACKxwmzZ88GAAwdOhRZsmRB+/btU30ZjDGWnghERKYoeOLEiXB3d8e7d++wbt06gxKTyMhIuLm5ISIiAq6ursYPkmVMT58qEpJt2xQL7emralVgwgSgfn21hCTJly9fcPDgQfTu3VttHxFhxYoV6Nq1K1x+6H/CGGPpRWru3yZLTJL4+/vj999/58SEWd6jR8DUqcCuXYqHMPqqXVvRQlKrltaEJD2QyWRaV8WVyWQQiUQQ0vH1M8ZSLzX3b6saEhIfH4/IyEiVF2Opdvcu0KYNULw4sHOn/klJw4bA5cvAuXOK5CQd35SDgoJQvHhxXL16VW1fYmIiOnXqhIkTJ1ogMsZYRmFVicmMGTPg5uamfOXKlcvSIbG07OZNoHlzoEwZYN8+/c9v1gy4cQM4cULx+CYD8PLygpeXFxo1aqSSnCQmJqJz587Yv38/ypYta8EIGWPpnV6JyZ9//glBEHS+nj59anAwY8eORUREhPIVHBxscFksA7t8WdHKUbEicOSI/uf/+itw5w5w+LCig2sG4uzsjKNHj6J06dLK5OTHpGTPnj1o2bKlpcNkjKVjeo3K+eOPP9CjRw+dx+TLl8/gYOzs7GBnZ2fw+SwDIwLOnwemTAECAvQ/XxCA9u2B8eMVj3wysKTkpGnTpqhbty4yZ86Mjx8/clLCGDMLvRKTpGZexqwGEXDqlCIhuXJF//PFYuC334Bx44DChY0fXxrl7OyMgwcPIlOmTHj37h1Gjx7NSQljzCxMNo/Jf//9h7CwMPz333+QyWS4d+8eAMDX1xfOzs6mqpZlFETA0aOKhOTmTf3Pl0iA7t2BsWOB/PmNH18al5iYiH79+in/vWLFCrRs2RJVqlSxYFSMWc73799x7NgxhIWFIX/+/Khbt67W0WsslYw719v/6969u3Lhsh9fAQEBKS6DZ35lamQyxSyrpUsbNkurra1iltegIEtfidVKSEigdu3akUQioQMHDtD379+pRo0a5OLiQleuXLF0eEqBgYE0bNgwjQthRkdHU69evejt27cWiIylJ3K5nKZPn06Ojo4q97IcOXLQ8ePHLR2e1eIp6Vn6J5Uq1qEpVsywhMTeXrEOTnCwpa/Eqv2clCSxxuRk+/btJBKJqGfPnirJSXR0NNWtW5ccHR3p8uXLaufJZDKKi4vTWm5sbKxJ4mVp06RJkzT+ki0IAonFYr1+2c5IODFh6VdiItGmTUSFChmWkDg6Ev3xB9GHDxa7hEmTJtG2bds07rtx4wb16tXLtGsB6eHJkyeUOXNmlaQkSVJy4ufnZ4HINNuyZYtKcvJjUnLhwgWN5wwfPpzq1atHMTExavtOnDhBOXLkoKdPn5o6dJYGfPnyhWxsbDQmJgBIJBJRpUqVLB2mVeLEhKU/8fFEa9cS5c9vWELi4kI0dixRaKhFL0Mmk1H37t1JJBKpJSc3btwgNzc3qlKlCkVGRlooQnW6YomOjibpD6snW4Ok5KRDhw5Uu3ZtnUkJEVFAQAA5ODioJScnTpwgOzs7atq0qc4WFZZxrFq1igRB0JqYJL1evXpl6VCtDicmzKiioqJ0/gYfHh5uusrj4ohWrCDKk8ewhMTNjWjiRKKvX1WK/fbtm+liToZUKlVLTn5MSvjnO/XWrFmjVz+2n5MTTkqYJlOnTiWJRJJsYnL9+nVLh2p1ODFhRiOXy6levXrUrl07jcnJ3LlzKUeOHPT58+dky4qIiND627VcLldNFmJiiBYtIsqRw6CEJMLGhpZmy0ZhGjq1Hj58mNzd3SkwMDClb4PR/ZicDB8+nJMSI0p6fJN0k/i5z4k2SclJ0nmclLCfbdy4MdmkBAC9e/fO0qFaHU5MmFEdOHCAbGxs1JKTuXPnEgAaP348yeVynWVIpVKqVKkSdevWTS05kcvlNGHCBMqbNy9FhIQQzZ1LlCWLQQnJR4DW//ILBV64QJkzZ6YyZcrQ1x9aSw4fPky2trbUunVri/fjkEqlVKRIEeWXGf9cp97PfUp+7nOSnD///FP5eViyVY1Zp+/fv6uNxvnxJRaLqX79+pYO0ypxYsKM7ufkRJ+kJMmOHTtIJBKpJCdJSYkLQOcbNSLKnNmghCTWw4NGiMXUpnFj5W+59+/fV0lOrCkpIVI8vnF2dlZ+qWnrEMtSRltH15QmJ0mPb5ycnEgsFmvtEMsytlWrVmlNShwdHenevXuWDtEqcWLCTCIpOUn6j6hPUpLk5+Rk+qhRNAGgGAcHw1pI7OxoIEB2ADVv3lyt6T0pOUmK2ZqSkqTHN9++fdPaIZal3NSpU7V2dE1KTnbu3Knx3J/7lGjrEMsYkeLnKXfu3CqJSeXKlenOnTuWDs1qcWLCTKZGjRrK/4iG3uB37NhBXoJAUwAKNyAZIYDIx4dozRrat2OHMp4zZ85orG/69OnKYz5+/JiayzcKTR1dNXWIZfpJSEig+/fva90fGBioMZHW1tGVkxOmi0wmo2vXrtGxY8d4OHkKcGLCTCLp8U2xYsU09jlJkY8fST5yJEUJgmEJScGCRP7+RAkJdPz4cbKzs6O6detS1apVycnJiS5evKhSXdLjG19fX3Jzc1Prc2JuMpmMSpcurbGja1Jy4u7uTmFhYRaKMOMZM2aM1o6uAQEB5OPjQy9evLBAZIylH5yYMKP7uU+Jtg6xWr1/TzRsGMkNfGRDRYoQbdummPGVSJmUJD2+iY6Optq1a6skJz/3Kfm5z4ml/Pfff1p/hqVSKT158sTMEWVscrlc589wfHy8GaNhLH3ixIQZlbaOrilKTt6+JfLzI7KzMywhKVmSaPduxZo4/5PU9N68eXN6+fIltWnThr58+aKSnMycOZNsbGwoX758dOzYMeW51pKcMMZYRpKa+7dIfVk/lpERER4+fIjx48djypQpEARBua9ly5bYvXs3goODER0drXri69dA376Ary+wfDkQH69fxeXKAQcPAnfvAm3bAqL//9HMnDkz2rdvj927dyMuLg4XLlxAvXr1EBsbiyNHjqB58+b4+vUrcuTIgaCgIHz58kV5bokSJXD27FlIpVJ8/frVoPeEWb+QkBDI5XKN+xISEhAaGmrmiBhjhhKIiCwdhDaRkZFwc3NDREQEXF1dLR1OhiGXyyEIgkpS8vN+UVLi8Pw5MH06sGULIJPpXZesUiWIJ04EGjYEtNT3s0ePHqF27drImTMnzpw5g0yZMqF///5Yt24d/P390a1bN90xs3QlKioKhQoVQosWLbBs2TKVzzkhIQEdO3bEy5cvcffuXV6mnjEzSc39W2KimFgaltwNXCQSAY8fA9OmATt3Alp+U9WpZk3I//oL4rp1U5yQJClWrBgCAgJQu3Zt1KlTB76+vti/f7/WpEQZM0uXnJ2dMWXKFPTp0wcAlMlJUlJy9OhR7N27l5MSxtIKYz9XMibuY2KF7t4latPGsP4jAFH9+kQ/jaQx1OjRo5XDgufPn6+y79GjR9S8eXPTruvDrMq6detIEAQaMGAAxcXFUevWrcnW1pYOHz6s9ZzY2FgaPnw4ffnyReP+tWvX0smTJ00VMmPpVobqY/L9+3eEhYVZOoyM5/ZtoGVLoHRpYO9e/c9v2hS4dg04dQqoXj3V4cjlcpw7d075702bNin7kDx+/Bh16tTB27dvkZiYmOq6WNrQq1cvrF27FitXroS9vT0OHz6MvXv3olmzZlrPeffuHbZs2YK6deuq9UH6v/buPDyms/0D+HeyiywSghBLBEWLImJpXyRSYqctiqoqWn2jtdfSqi6Koputr2qp9bXW3khEgrZ2gogIQSQkIhKZRCSTmLl/f+R3zjuTmYlkMjNnJrk/1zXX1Zln5pz7CJlvz7nP86xduxbjx49HeHi4qUtnjKkzQVAympKJKycnh7p27UpBQUHlnoGUGeiff4hCQgw/QzJ4MNH580YtSalU0vjx40kmk9Ebb7xBAMjZ2Zlefvll+vvvv6l27drUpk2bMi00yCoXhUIhnkVr0KBBmdbLiY2NJS8vL2rbtq145uSXX34hABQaGsq/axgzQJW4XVgIJW5ubnTmzBmpS6v8jh0jCgoyLIzIZETDhhGVMiunodRDyYYNG4ioeGpyAOTg4EB2dnb04osvciipghQKhXj55vXXXxcv65Q3nCxatIhDCWMVVOmDyb179ziUmINKRRQRQfSvfxkWSGxsiEaNIrp2zWQlRkREkI2NjRhKBCNHjhT/Tzk0NNRk+2eWST2UCD0l6j0nZQ0nwt+hESNGcChhrAIqEkys4q4cHx8fuLm54ciRIwgICJC6nMqHCAgLA776Cjhzpvyft7MDRo8G5swBmjUzfn1qXnvtNVy9ehUtW7YUX4uLi0NkZKT4vGbNmiatgVmWknffCD0l7733HgBo3a2jz6lTp8T/jouLQ1ZWFv9dYkwCVtP82qlTJ3Ts2FHqMioXlQrYuxfo2LG4ObW8ocTeHnj//eK5TNatM3koEZQMJUFBQahbty4yMjKwYMECfPXVV/jqq6/MUguTHhHB1tZWZ6Pre++9h99++w3K58yxs3btWrz//vsIDQ3FlStXkJaWprMhljFmBsY/gWM8wqmgIUOG6JwinRno2TOi7duJWrc27JKNoyPlvPsuUXKyzs2np6dTfn6+yQ/j6tWrOhtdhZ6TL7/80uQ1MOunq9FVV0MsY6zsKn2PiVwu17t+CyuHoiKizZuJWrY0LJBUq0Y0bRrFRUaSg4MDrVmzRmsXaWlp1LJlS3r33XdNfjiDBg3Se/fNggULyNHRkRITE01eB7NesbGxJJPJdDa6CuFk+PDhElXHmPWqEsGESP/icuw5CguJ1q0jatrUsEDi4kI0axZRejoRFa/OOmnSJAKgEU6EUFKvXj1KSEgw+WHJ5fJS7765deuWyWtg1i8qKkrv75O4uDhKS0sTn1+8eFHvpH05OTl03si3xjNmrSp986tg+vTpAIonWdO3jou1ksvlcHd31zvm5uZW/mNWKIDffwcWLwaSkspflLs78PHHwOTJgFoToEwmw/LlywEAH3zwAQBg4MCBCAoKglwuR3R0NJo3b17+/ZXT89ZfaNKkiclrYNYvMDBQ71irVq3E/y4sLMTgwYNRr149HD58WOPfa25uLvr06YOkpCQkJibCycnJpDUzVqmZICgZTVWZkj4yMpI8PT3p5MmTWmP37t2jZs2a0dKlS8u+wfx8ohUriHx8DDtD4ulJ9NVXRI8fl7ob9TMnAMp0puT48eMUERGhcyw7O5u+++47PhvGLNa5c+fI3d2dOnfuLJ45ycnJoVdeeYXc3Nzo1KlTElfImGWoMpdyKqvc3Fzq1q0bubq6aoQTIZQ0bNiwbJclnjwh+u47orp1DQskXl5EixcT5eSUufa0tDQxmMyYMeO57x82bBg5OTlphZPs7GwKCAggDw8PunPnTpn3z5i5qYeTe/fucShhTAcOJpVAyXBSrlCSk1McKLy8DAskdesSff99cbApB6GnxNvbm3r37q3Vc6JLQUEB9e3bVyOcqIeSCxculKsGxqRw7tw5srW1FUM5hxLGNHEwqSSEcCL8sntuKHn8uPiSi6enYYHEx6f4ks/Tp+WutWSjq76GWF3Uw8nOnTs5lDCrk5OTQ46OjuK/VV7FmjFNVWp1YWvz3//+F3v27NE5lpycjFmzZomTP7m4uGDt2rXi+KJFi3Q3cGZmAvPmAY0aAZ9/DpR3teXGjYE1a4DERGDSJKBatXJ9/MGDB1qNro8ePYKXlxdCQ0PxwQcf4JdffhHfT0RYvHgx7t27BwBwdHTEH3/8AX9/fwwdOhRnz55FZGQk2rdvX77jYEwCQqOro6MjVqxYAXd3d4SEhEAul0tdGmOVAgcTEzt48CCGDRuGvXv3aryenJyMHj16YOfOnXj06BEA4P79++jfvz88PT3RoEEDTJw4UWOabDx8CMyeXRwsFiwAcnLKV0zTpsD69cUztb7/PuDoaNAxyWQy1K9fX+Pum7///htffPEFCgoK8PHHH4vvJSLMmDEDc+bMQVRUlPh6QUEBcnNzxec8wyazBkIoiY2NRXh4OCZNmoTIyEjEx8dzOGHMWIx+/saIKsOlnKKiIho2bBjZ2dnRnj17iIjo7t275OvrS76+vpSUlERE2o2u6j0n5/bvJ5o6tXiCM0Mu2bRsWTyxWlGRSY91w4YNJJPJaPz48aRUKkmlUtG0adMIAK1cuVJ8n3pPycmTJ7V6ThizRAqFQm+jq3pDrDlmPWbM0nGPiYVTDyc//fTTc0OJ4El8PO2uV4/yDQkjAFGbNkQ7dhCVYWVVY1EPJ1OmTCk1lAg9JboaYhmzRN9++63eRtdz587RwoUL+XZ3xoiDiVUoKiqiLl26iM1yQighKv6F1rp16/+Fktu3id5/n8je3rBA0r490Z49Zg0k6n7//XfxOJcvX64x1r9/f52Nrurh5Pbt2+YslzHGmBHJ5XJav369wd/fVjXzqzVLTU0Vmz8BICYmBo0aNQIA+Pv749KlS7C5dQsYOxbYtAl4zmqoOnXuXNwU26cPINHMuESEK1euiM+vXLkClUolLje/aNEiFBYWon379lAqlbC1tQXwv4bYffv2wdfXF0QElUoljjPGGLNsKpUKX375JZYsWYKCggLDN2T0qPT/7ty5Q++99x41btyYnJycqEmTJvT555+TQqEo8zYqyxkT9Z6SW7duafWc0LVrRKNGEdnYGHaGpFs3oiNHiCQ+hVyyp6Rkz4m6zMxMevnll2nXrl06tzNlyhQaNWoUnxZnjDErMWPGDPFsufCwqEs5YWFh9O6771J4eDjdunWL9u3bR7Vr16bp06eXeRuVIZjoanQVek7a2drSva5diWQywwJJz55Ex45JfITF9DW66gsnRUVFNGLECLK1tdUIJ0IoAUCrVq0y6zEwxhgzTHJyMslkMssOJrosWbKEfH19y/z+yhBMunXrphFKiIjo/HlSDhxoWBgBiPr0IdKxro4x5JQyHX1hYaHeOw6E64nqoUQghJMff/xR4/WS4aSyhpIbN27oHbtz5065ziIyxpglWrJkCdnY2FhfMPn000+pQ4cOescLCgpILpeLj5SUFKsPJomJif8LJadOEfXta3ggGTiQ6OxZk9X64MEDql+/Pq1evVprrLCwkN58803q37+/zssrCoWCDh48qHfbYWFhlJeXp/W6ejhp0KBBpQsl0dHRZGNjQ7///rvW2PXr16lu3bo0depUCSqr/M6fP08hISE6Z2XNy8ujAQMG0PHjxyWojLHKZ/r06WRvb29dweTmzZvk5uZGv/zyi973zJ8/X+ugrD2YEBHR8eNEwcGGhRGZjOjNN4kuXTJ5mepnLNTDiRBK7O3tad++fUbfb1FRkfizDgoKKvfnY2Nj9Y7dunWLnpRzDSBjUiqVNH78eJLJZBrhRAglrVq1ogcPHkhWX2V24cIF8vDwoICAAI1wkpeXR4GBgVS9enU6ceKEhBUyVnl8//330p0xmTVrls7woP6Ij4/X+My9e/fIz8+Pxo0bV+q2K9UZE5WKKDKSqHt3wwKJjQ3RiBFEV6+auWzNcGLqUKK+PwBaPSfPc+rUKQKgdZmIqPjL39vbm95//31jllxuJcMJhxLzKRlOOJQwZhoPHjwgOzs7aYLJw4cPKT4+vtSH+jXz+/fvU7NmzWj06NFad2Y8j1X2mKhURH/+SdSli2GBxNaWaMwYooQECQ9BMyyYI5SsWrVKb0Ps87bxySefaIUTIZRYype/EE6EP1NLqasqEMLJSy+9RB06dOBQwpiJfPPNN5Z/KUeY0fStt96iZ8+elfvzVhVMVCqiffuI/P0NCyT29kQTJhCVtpqwGRUWFop/sfr06WP07etrdDVGODFXKImKiqKsrCydYw8ePKC///5b47Vr166Jf6ZLliwxWV1M219//SX+2R84cEDqchirlFQqFa1cuZJq1aplmcHk3r171LRpU+rZsyfdu3eP0tLSxEdZSRVMjh49Sps2bdI5lpWVRbNnz/7fWSGlkmjnTqK2bQ0LJA4ORP/+N9Hdu+Y7wOcQLt/Y2dmRn5+fVs+JMTx8+JAaNmyos9FVCCd9+/Yt8zwm6uHEHGck8vLyyNvbm/z9/bXCyYMHD6hVq1bUtGlTKiwsJKL/9ZS0aNGCBg4cqNVzwkxHuHwj/N0o2XPCGDOuwsJCOnjwoOUFE+H2UV2PspIqmEyaNIlkMhlt3LhR4/WsrCxq37491axZk27ExxNt3UrUqpVhgaRaNaIpU4ju3zfrsT1PyZ4SfQ2xxpCbm6t3rKioqNyLoV2/fl38OzZ37tyKlvdcMTEx5OnpqRFOhFDi7e1N169fF+tS7ynR1xDLjK9kT4m+hljGmHHxWjlGplQqady4cRrhRAgldTw96e5XXxE1b25YIKleneiTT4gssL9AX6OrKcOJsahfvhkzZozehlhjUw8n169ff24oEaiHkw0bNpi8zqpIX6MrhxPGTI+DiQmoh5OffvqJAl5+maZUr04F9esbFkjc3Ig+/ZQoI8Psx1JWjx49onbt2ulsdBXCydixYy1umviSPSX6GmJNJSYmRjxTU61aNTGUEBVf0hw0aJDOy0pKpZJCQ0O558FENm/erLfRVQgnuiYEZIxVXEW+v2VERPpX0pFWTk4O3N3dIZfL4ebmZvb9q1QqjHz9dXju24fZABoashEPD2DKFODjj4EaNYxanymoL6xXEhUHWXFBPktw8+ZNdO/eHR4eHoiKikKdOnUAFNc6e/ZsLFmyBDNmzMDSpUt1fv6vv/7Cq6++ClkFFj1MT09H3bp1AQCurq64e/cuPDw8DN4eM56UlBQ0aNBA75iPj0+FfvaMMd0q8v1tOd8wlubpUxQsXowVhw5hNQwIJbVqAQsXAklJwOefW0UoAVDqar4ymQzHjx/H9OnToSvPPn78GKNGjUJaWpopS9Tg4eGB7t27a4QSodbFixejS5cuWLlyJU6cOKH12R9//BHdunVDWFiY1lhMTAzWrl2rc59Pnz7FZ599hvz8fKSnpyMoKAje3t7Yvn077O3t0atXLzx+/Nh4B8kMpi+UCGMcShizQEY9d2NkklzKyc0lWrKElF5ehl2yqVOHaNkyIglnGzWl3377jQDQv//9b41LOllZWdShQwfy9PSky5cvS1ZfZmYmFRQUiM/z8vIoKCiIqlevTseOHaPU1FQiIvrhhx8IAM2aNUvnpal58+YRoL32T15eHgUHB5OzszOFh4dr9ZToaohljLGqhntMjCE7m2jBAqKaNQ0LJPXrEy1fTvT0qelrldjatWs1wol6KLlkhqnz9VEqlRQQEED9+vXTGU7s7e2pRo0atHDhwlJDCVFxT83UqVM1wol6KDl8+LBWKBEI4aRjx47i7cLmVNo+paiHMVb1cDCpiMxMos8/J6pRw7BA0qgR0c8/E6l9EVYFQjgZOXIktW/fXvJQIggPDydHR0eNcKJSqWjy5Mkat6yXFkoE6uFk6dKlYig5duwYERGtWLFCK5QIYmJi6LffftO77UePHolnb3Tt96qBSxEsWLCAevXqRU91BOQzZ85QkyZNKC4uzqBtM8ZYWXEwMcTDh0Rz5hC5uhoWSJo0IfrtN6Iq/H+gS5YsEb/oY2JipC5HVDKczJgxgwBQ//79xXrLuqqsSqWiiRMnip8TQklF9evXj1q0aKEVTlQqFc2aNYvs7e3plgGzAEdHR1O1atW0wsmZM2fIzc2NunbtSjk5ORWunzHGSsPBpDzS0oimTydydjYskLzwAtHGjURFRcaryQoJl2+EL+ySPSdSE8KJUN+QIUMIAH300Udiz0lZwkleXh717NlT3I6xbi+9ceMG1a9fXyOcCKEEAP3www8Gb7tkOOFQwhgzNw4mZZGSQvTRR0ROToYFkpdeItq2jciANX8qm5I9JSV7TiyBSqWiNm3a6Lx8o94QW1o4Ue8pOXbsmFbPSUWVDCfGCCUCIZzUqFGDHBwcOJQwxsyKg0lpkpKIJk4sXpPGkEDSrh3R7t3Fa+IwvY2ulhROVCqVePnmpZdeIgDk5+enMcW9ejg5deqU1jZKhhJhu6YKJ0J4MkYoEXz77bfidtPT0422XcYYex4OJrrcvEn03ntEdnaGBZKAAKIDB4pXDWaiGTNm6G10FcJJRESEBJUVUw8ly5cvpwsXLtDo0aPJwcFB5906oaGh9OjRI63t/Pvf/9YIJerbF8JJydWDDa33jTfeEAOEvobY8hIu3wjb1dcQyxhjpsDBRF18PNHo0UQ2NoYFkldfJQoP50CiR35+vt47UYhI0jlMSoYSdbru1ilNeno6/fPPP3r3IyxwWNF6hcs3oaGhWj0nhirZU6KvIZYxxkyFgwkRUWws0fDhRDKZYYEkMJAoOpoDiRVTqVT04YcfaoUSQXh4OPXr14/y8vLMXJk2XY2uuhpiy0tfoyuHE8aYOVXtYHLxItGQIYaFEYCod28iI5ySZ5ahLHOTWILZs2fr7ClRDye6Fv57nrlz5+ptdI2Ojqa6detaxHwzjLHKrWou4nf2LPD118DBg4ZtvH9/YN48ICBA4+WioiLY29vr/EhRURHs7Ox4fQ1WYb/++iuePHmCKVOmaI0lJiZi/vz5+OWXX1C9evVybZeIUFBQgGrVqukcz8/P1ztWlRQWFsLBwaHcY4yxsqlai/j9/TfQuzfQqZNhoeT114GLF4EDB7RCyY0bN9CiRQv8/fffWh9TKBQYMmQI5s2bZ2jljInGjx+vM5QAQNOmTbFly5ZyhxKgePHC0oIHhxJg27ZtaNeunc7FJm/fvo1WrVrh8OHDElTGGAOsJZgQAdHRQFAQ8K9/ARER5fu8TAYMHw5cuQLs3g20a6fzbfXr10ejRo0QEhKiEU4UCgXeeOMNREZGolu3bhU5EsaYxDp06AC5XI6goCCNcHL79m306NEDNjY2aN26tYQVMla1WcelnE6d4HbmTPk3YGsLjBwJzJ0LtGghvlza5Zrs7Gy8/vrrOHv2LA4fPoyOHTuKoWT//v3o1auXoYfDGLMQN2/eRGBgIFxdXREVFYX8/Hz06NEDTk5OiI6ORv369aUukTGrVvkv5ZQ3lNjZAePGAQkJwMaNGqHk+PHjaNWqFRITE7U+lpmZiZ49e2LEiBEICAhAUFAQ6tSpw6GEsUqmWbNmiI6ORm5uLho3bowWLVpwKGHMQlhHMCkrBwdg4kQgMRH49VfAz0/rLc2bN4etrS169OihEU4yMzMRHByMlJQUdOnSBbt370ZRURHkcjk++eQTDiWMVTLNmjXDunXrUFhYiKKiIvz3v//lUMKYBagcwcTJCfj4Y+DWLeDnn4FGjfS+1dvbG9HR0XBxcRHDiRBK7t+/j6ioKDRr1gyjR48WP/P999/rbIhljFmv27dvY/z48eJddm+//bbOhljGmHlZdzBxdgZmzADu3AF++gnw8SnTx9TDSZs2bdC4cWONUCL0lISHh+PJkycICAjQaohljFkvodHVyckJKSkpuHHjBnJzc7UaYhlj5medwcTVFZgzB0hKApYuBerWLfcmvL29sXv3buTn5+PJkydYu3atRigRekqqV6+OAwcOWHQ4UalUBo1VJnl5edi+fbve8e3bt+PJkydmrIhZKvVQIvSUqPeccDhhTFrWFUxq1ADmzy8OJAsXAl5eBm8qMzMTb7/9tvg8NDQU0dHRuHjxolajq3o42bNnTwUOwPgiIyMREBCA9PR0rbFHjx6hc+fOOHTokASVmde2bdvw1ltv4bvvvtMa++GHH/DWW29h69atZq/r8ePHer/kiAjXrl0zc0Xs1KlTcHZ21mp0FcJJQUEBLl68KGGFjFVxRp2D1sjEKW09PIgWLCDKzjbKdh89ekQvv/wyeXl5UWxsLKWmptILL7xA9evXp9jYWL2fy8/PJ6VSaZQajCUhIYG8vb2pVatWGlOYZ2RkUNu2bal27dp09epVCSs0D5VKRXPnziUAtGzZMvH177//ngDQ7NmzJZmOftCgQdS8eXO6f/++xusqlYo+++wzsrOzo5s3b5q9rqouPz/foDHGWNlU/rVySvxSr4iSoUSgHk6s7YuiZDgpLZQ8fvxY73aKioooNzfXxNWaTslwInUoISJKTEwkHx8fjXAihBIAtGTJEknqYowxU6r8wcSAA9MnIiJC75mR1NRUatGiBa1Zs8Zo+zMXIZzUqFGDnJycyMvLSyuUJCQkkKOjI02dOlXr80VFRTR06FAKDAy0mIXuDKEeTqQOJYKS4cQUoSQyMpJWrVqlcywzM5M++ugji1hVmTFWNXAwKaenT5+SSqXSucqqsCR8XFwcFRYWGnW/pnby5EnxC7lLly5UUFAgjmVkZFCbNm2oevXqBIAWL14sjgmhxM7Ojvbs2SNB5cYlnCkpeVlHSkI4Eeoy9pmSOXPmEABasWKFxuuZmZnUrl07qlWrFl2/ft2o+2SMMX04mBhg9+7dZGNjQ1u2bNEaO3nyJLm6utKXX35p9P2ainD5Rvjik8lk1KtXLyooKBBDSe3atSk2NpY+//xzMZxU1lAye/Zs8cvaEsKJSqWiESNGiD+fkj0nxtj+9OnTNcKJeii5fPmyUffHGGOl4WBigGfPntG7776rFU6EUPKvf/3LavotSvaUJCQkkIeHB8lkMvL396cWLVpo9JuoVCoxnAColKFEpVLpbYg1N/WekokTJ2r1nBhzP0I4+fLLLzmUMMYkw8HEQCXDSWUIJYKEhASqUaOGGD4uXryo8bmioiKNyz7WbtOmTTp7StTDyYYNG8xel65GV10Nscbc39ixY8WfLYcSxpgUOJhUgBBOhF/k1hRKiIi2b99OderU0Wp0zcjIoBdeeEE8rgEDBog9J+qXb9q0aaPVc2KNMjMzacWKFTobXVUqFa1cuZIePXpk9rrmzZuns6dEPZykpqYabX/C5Rvh516y54QxxsyBg0kF/f333+Ivcmu8Iye7xPwu6j0lp06dorCwMHJ0dKQBAwbQkydPNHpK1C/rWHs4sUTr1q2jpUuX6hxLTEykESNGGC0Il+wpKdlzwhhj5sLBpAKEyzevvPIKvfnmm3obYq2FeihRP4sihBNvb2+ytbXV6CnhcGL9dDW66mqIZUyXoqIiOn78uN7xEydOkEKhMGNFzNpxMDFQyZ4SfQ2x1mThwoV6Z3vdtWsXyWQymjNnjtaYEE5Gjx4t+bwfrPzefvttnY2u6uEkJiZGmuKYxVu7di3JZDLatGmT1tiOHTvI1taWli9fLkFlzFpZbDAZMGAANWjQgBwdHalu3br09ttvl6vZz5TB5PTp0zobXdXDydatW42+X1NTKpWUkpKidzwpKem5n2flt3nzZpoxY4bOUJeUlEQDBgyghw8fmmz/Dx8+1Lv0gEqlomPHjpls38z6KZVKeu+997TCiRBKRo4cSc+ePZOwQmZtKvL9bWfI+jplFRgYiLlz58Lb2xv379/HjBkz8Oabb+LkyZOm3G2ZeHt7Y/DgwVi9ejVcXFzE121tbfHrr7/CxcUFTZo0kbBCw9jY2MDHx0fveKNGjZ77eVZ+crkcy5Ytg0qlwrJlyyCTyQAAd+/eRY8ePWBjY4OCggKT7d/Lywteeha1lMlk6N69u8n2zayfjY0N1q5dCwB45513AACOjo4YMWIEhg8fjo0bN8LW1lbKElkVIiMiMtfO9u/fj8GDB0OhUMDe3v6578/JyYG7uzvkcjnc3NzMUCFjhlu1ahUmTZqEadOmYdmyZUhOThZDSXR0NBo2bCh1iYyVSqVSYcKECVi3bh0AYOTIkRxKmEEq8v1t0jMm6rKysrBlyxZ07dpVbyhRKBRQKBTi85ycHHOVx1iFhYaGAgAmTZqEu3fv4sKFCxxKKikiwvnz59GxY0ed4zExMXjppZfK9D9glsTGxga9evUSg0mvXr04lDCzM/l5+1mzZqF69eqoWbMmkpOTsW/fPr3vXbRoEdzd3cVHgwYNTF2ewbKyspCbm6tzjIiQnJxs5oqK/29HHyIqdZwZR2hoKGbOnIndu3cjKSmJQ0kltXXrVnTu3Blbt27VGouMjETXrl3x/fffS1BZxezcuROjRo3CiBEjMGbMGIwdOxabN2+WuixW1ZS3KWXWrFninB/6HvHx8eL7MzIyKCEhgSIiIuiVV16hvn376r3ro6CggORyufhISUkxyzwm5aVSqahHjx706quvUk5OjtbYnDlzyM3NjdLS0sxWU0ZGBrVv354OHTqkNaZSqWjy5Mk0YcIEvuPGxJKSkqhx48biv4Vp06bxn3klpO8OviNHjpCTkxP16dOH8vPzJayw/Eo2uupriGWsLMx6V87Dhw8pPj6+1Ie++92FoHHy5Mky7ctcE6wZ4tSpU+Tm5qYRToRQAoC+++47s9ajUCho0KBB5ODgoBFOhFACgFavXm3WmqoaIZQ0adKE7t69SytXruRwUomVDCfWHEr279+v8+4b9XCyY8cOCStk1sZibxcu6e7duwSAoqOjy/R+Sw4mRNrhRKpQIigZTjiUmE/JUCLgcFK5lVzSwhpDCRFRcnIyzZw5U+ctwUqlkmbPnk23b9+WoDJmrSwymJw+fZpWrFhBMTExlJSUREePHqWuXbuSn5+fuGbL81h6MCH6XzgRfjFJFUoE6uGkWbNmHErMZOzYsVqhRLBy5UqytbWlCxcuSFAZM7Xw8HDx3/+6deukLocxi1CR72+T3S4cGxuLyZMn4/Lly8jLy4O3tzdCQkLw2WefoX79+mXahjXcLkxE6NmzJ6KjowEU1+zq6ippTYWFhXB0dAQADBgwAPv375e0nqrg6dOnePz4sd6/24mJiWjatKmZq2KmFhkZiQEDBqB79+7w8PDAjh07sGnTJowcOVLq0hiTlEXeLty6dWtERUWZavMWgYjw6aefIjo6GsOGDcPhw4fRt29f/Pnnn5KFEyLCJ598Ij4PDw/Hn3/+ib59+0pST1Xh7OwMZ2dnveMcSiofIZQEBgbijz/+gL29PZycnDB69GgA4HDCmKGMe/LGuCz5Uo6uRlddDbHmrkm9p0RfQ6yl2r9/P82aNUtnL8aDBw9o2LBhJp3WnbGyio6O1tnoqt4Qu337dgkrZExaFtljYgymDiZKpbLUfhd9TWyl3X0jVTjR1+hqTeFk1apVBICmT5+uEU4ePHhALVu2pHr16tGNGzckrJCxYnfv3qX3339f5++IZ8+e0ZQpU+jKlSsSVMaYZeBgYqCpU6dScHAwPX36VGssPDyc6tWrR9evX9caE1bi1dfoevr0aRo4cCA9efLE6DXrk5aWRt7e3jobXYVwMmDAAIu/M0S4i0UIJ+qhJCEhQeryGGOMlYFFNr8ag6mbX48dO4Z+/fqha9eu2L9/P6pVqwYAiIiIwMCBAxEcHIzdu3eLjaSWLicnR++fU2FhIZRKpXiMlkxYc+btt9/GhQsXIJfLER0djebNm0tdGmOMsTKoyPd3lQ4mgHY4+euvv6wylFQ2n3/+Ob7++msAQEJCAocSC5eWloa6deuKqyqrKygoQH5+Pjw8PCSojDEmhYp8f1f5Ne579OiBQ4cO4eTJk3B2dkbv3r05lEgsPT0du3btEp//8ssvsOD8XOU9evQIrVu3xrx587R+TgUFBRg8eDAGDhzIP0PGWJlU+WACFIeTyZMni883b97MoUQi6enpCAwMhFwuR0JCAlauXInvvvsOM2fO5C82C1WrVi3Mnj0b33zzjUY4EULJiRMn8OWXX+o8m8IYYyWZbB4TY8rNzdV5KiguLg65ubno3LlzhbYfERGB77//Hi4uLsjPz8fQoUM1ek6YeaiHEqGnRLiEM2nSJADA0qVL+QvOAs2YMQMAMHPmTADAp59+iiFDhuDEiRM4ePAggoKCpCyPMWZNjNeDa3xCV2+nTp20br29evUqeXl5Ubdu3Sp0p0l4eDg5OjpSv379qKCggKKjo8nZ2Vnv3TrMdCZOnKj37puVK1eSTCYr8wKQTBpLly4Vp2evVq0aHT16VOqSGGMSqPR35bi6uqJNmzYICwuDq6sr4uLiEBgYiHr16uHo0aOoWbOmQdvXd/eNvrt1mGk9ffoU6enp8PX11Tl+7do1tGrVysxVsfIoKCgQ/7106dIF//zzD5/hYqwKqvTNr3v37kVsbCz69OmD06dPGyWUAEBUVJTORlehIfbWrVu4d++eMQ6BlYGzs7PeUAKAQ4mFE3pKqlWrhr59++LUqVM6G2IZY6w0VnHGRC6XIz4+Xuwl8fPzw5kzZyoUSoDidWWePXsGe3t7neOFhYVwcHCo0D4YM4atW7di4MCBcHFx0Rq7fPkyFAoFAgICJKismHqjq9BTsmzZMsycOROffvopvv76az5zwlgVUunPmADQ+IVsb29vlMAgk8n0hhIAHEqYRUhLS8PEiRPRr18/PHnyRGPs8uXLCAoKwty5cyU7M6ErlADFDbFLly7VulsHAFQqFaZPn46YmBid2/zzzz+xdOlSs9TPGLMsVhFM4uPjERgYiLZt2+LQoUNITU1Fnz59kJubK3VpjJmct7c3Dh8+jJiYGI1wIoQSX19f7Ny5U7IzEs+ePYNMJtN5940QTkr+W83Ly8OJEycQHBysFU7+/PNPDBkyBP/88w9UKpXJ62eMWRaruJRTs2ZN+Pj44Oeff8bdu3fh6+uLXr16oXXr1mJDbGFhIX766SdMnjyZz3SwSunkyZMICQlBu3btsHDhQgwcOBC+vr44cuSI5LOqElGpwUjXeHZ2Nl577TXcvn0bkZGRaNeunRhK+vTpgx07dvC/ZcasVKW/lOPt7Y2jR49i7969GDlyJG7cuIGIiAjExsbi9ddfh0KhwNChQzFv3jxcunRJ6nIZM4muXbvi8OHDOHHiBF599VXUrl3bIkIJgOeerdE1XqNGDRw5cgRNmjRBcHAwFi5cyKGEMWYdweTAgQOoWbMmFi1ahHHjxmHMmDFiOJk6dSqGDRuG8PBw7N27V9IGQAZERkaiqKhI51hiYiJu3LiBSZMmYd26dTrfExERgWHDhkGhUJiyTKtVvXp18b/t7e1L7ZGyBkI4ycrKwqeffgpvb28OJYxVcVYRTDw9PQEANjY2WLNmjRhOrl69ijVr1oihJCQkROJKq7Z79+6hX79+GDVqlFY4SUxMRGBgICZOnAilUonx48drhRNhXpm8vDxzlm01hJ6SDh064NChQ0hKStLZEGttTp48Kf53ZmYm4uLiJKyGMSY5I03yZhL6Zo5TKpX0zjvviDNMhoWFSVQhK2nv3r1kZ2dHQ4cOpcLCQiIiunnzJvn4+FDz5s0pNTWVlEolTZw4kWQyGf32229E9L8ZePv27UsFBQVSHoJFunTpEnl6elKHDh0oKyuLiIj++ecfcnV1pW7dulFubq7EFRrm0KFD5ODgQIMGDaL09HTy9/cnT09PunjxotSlMcYqoCIzv1plMFEoFDRgwAAxmGzcuFGiCq1LeHg4PXv2TOdYXFwc3blzxyj7UQ8n8fHxGqFEoB5Ohg8fzqGkFKmpqVqhRCCEk5CQkAotzSAF9VCiUCiIiOjx48ccThirBKpUMFEoFDRw4EBydHSkQ4cO0fjx40kmk3E4eY6bN2+Sra0tjR49WiucxMXFUe3atWnAgAFG29/evXvF4NikSRONUCJQKpXUpEkT8X0cSnRTqVS0evVqrVAiOHnyJEVFRZm5qoqRy+Xk4eGhEUoEQjh58cUXSalUSlQhY6wiqkwwUQ8lwuUbpVLJ4aSMtm3bRjY2NhrhRAglrVu3pocPHxptXzdv3hQDx6uvvipe1lEXHh5ODg4O4vuEyzqsaoiJidEKJYLHjx/rXMyRMWYdqkww+eijjzRCiUA9nPzzzz9SlCrS94v2eWPmoh5Orly5YrJQIly++fnnn7V6Tog0e0ry8/O1ek4YY4xZryoTTFJSUigyMlLne5VKJW3evFnSU7/nz5+nhg0b0vnz57XG5HI5denShZYuXSpBZZq2bdsmnqVo1aqVyUKJcPmmZEOsrkZXXQ2xzLxK61Gxtv4Vxpi0qkwwsXTZ2dnUqVMnqlGjhkY4EUKJu7s7nTt3TsIKi8XFxYnBpE+fPnobYsvr/v37Ohtdif4XTt566y1q27atzkZXIZzUqVPHan7mlUVKSgq1a9eOzpw5ozWmVCpp7Nix9MUXX0hQGWPMGnEwsSAlw4klhhLh8s2KFSu0ek4q4tmzZzR37lydja5ExeHkjz/+oAcPHuhtdFUqlZSSklLhWlj55OTk0CuvvEJubm4a4UQIJTY2NrRlyxYJK2SMWRMOJhZGCCe2trbk4OBgkaFEuHyjqyGWVU0lwwmHEsaYoSry/W1n6gncqiJ3d3fs2rULDRo0gFKpxPLly+Hv7y9pTUlJSQgMDESdOnVw9OhReHl5AQCGDx8OABg5ciQcHR2xdu1aKctkEnJ1dUVYWBj69OmDnj17olGjRoiPj8emTZswcuRIqctjjFURHExMICcnB8OGDYNMJoONjQ1mz54Nf39/dOjQQbKafHx8MG7cOEydOlUMJQIhnLi7u0tRGrMgrq6uOHToEGrUqIG4uDhMnjyZQwljzKysYq0ca5KTk4OQkBBcu3YNZ8+eRWZmJl544QUEBwfjwoULktVlZ2eHhQsXaoUSwfDhwy1mraETJ05g586dOsfkcjm++OILPHv2zMxVVQ0qlQpTp04Vn69fvx5nz56VsCLGWFXDwcSI1ENJZGQk/P394e7ujvDwcIsIJ9Ziy5YtGDFiBHbs2KHxulwuR69evbB8+XLcuXNHouoqL5VKhfHjx2PDhg3YsmULcnJy0Lp1a7z22mscThhjZsPBxIhu3LiBlJQUMZQI3N3dERYWBl9fX0RFRen8bEpKirnKNBulUmnQ2OrVq/HWW29h5MiRYjgRQsnNmzcRGRmJZs2aGb3eqkw9lAg9JULPCYcTxpg5cTAxIn9/fyQmJupsdF29ejXu37+Pfv36aY2FhYWhWbNmOHDggDnKNIv9+/cjICAAGRkZWmOpqalo3749IiIidH7W1tYWGzZsEMPJ2rVrNUJJ+/btTV1+lZOYmIg9e/ZoNbqqh5P//Oc/ElbIGKsqZEREUhehT05ODtzd3SGXy+Hm5iZ1ORXy6NEjBAUF4eHDh4iKikKrVq0AFIeSwYMHIyQkBDt37oSDg4PElRpHfHw8AgMDUbt2bY27gFJTUxEYGIinT5/i2LFj8PPz07sNpVKJIUOGiIHtwoULHEpMKDs7GzVq1NA59uTJEzg6OsLe3t68RTHGrFJFvr/5jImZ1KpVC1FRUahduzaCgoJw7dq1ShtKAKBly5aIjo7Gw4cP0bNnT2RkZJQrlPz000/YtWsXUlNTxdcSExMBAFevXsWMGTOgUqlMfhxVib5QAgAuLi4cShhjZmGW24UVCgU6deqEy5cvIyYmBi+//LI5dmtxhHASFBSEF198EQAwcODAShdKBEI4CQwMRMuWLUFEcHZ2fm4oUalUOHr0KA4ePAhnZ2ecPXsWP/30E0aOHInk5GR8++238PHxQW5uLt/izBhjlYxZzph88sknqFevnjl2ZfFq1aqFmTNnis+/+uqrShlKBC1btsTWrVuRmZmJrKws7Nq1q9RQAgC5ublIS0uDnZ0dCgsLkZ6ejg0bNiAkJAQzZ86Ei4sLIiMjOZQwxlglZPJgEhYWhoiICCxbtszUu7IKYWFhGD9+PLp27YoWLVqgd+/euHbtmtRlmUxqaio+/PBD8fmECRN0NsSqmzBhAm7duoW//voL/fv3xxtvvIFly5bhzJkz8PDwQHJyMh4+fFjmGkpro7LgFivGGKuSTNr8mp6ejg4dOmDv3r2oVasWfH19S72Uo1AooFAoxOdyuRwNGzZESkqK1Te/AsCRI0cwYsQIBAcHY+PGjcjNzUX//v2RkZGBgwcPokWLFlKXaFRpaWno168f8vPzcejQIRQVFaFfv37w8vLCgQMHUKtWLZ2fu3v3LrKzs9G2bVsUFRUhICAAt2/fBlDcZ3L27FmddzfpsmLFCiQkJGD58uWwsdHM4VevXsXkyZOxceNG1K9fv2IHyxhjTJSTk4MGDRogOzu7/Ge3jblojzqVSkUhISH09ddfExHRnTt3CADFxMTo/cz8+fMJAD/4wQ9+8IMf/KgEj1u3bpU7P5T7jMns2bPx7bfflvqe+Ph4REREYMeOHTh+/DhsbW2RlJRU7jMm2dnZaNSoEZKTk6tUP4GQNCvLmaKy4uPm464K+Lj5uKsC4YrH48ePS73jT5dy35Uzffp0vPvuu6W+p0mTJoiKisKpU6fg6OioMebv749Ro0Zhw4YNWp9zdHTUej9QPHNqVfqBCtzc3Pi4qxA+7qqFj7tqqarHXfISelmUO5h4eXnpXQhO3fLly7FgwQLxeWpqKnr37o3t27ejU6dO5d0tY4wxxqoAk81j0rBhQ43nLi4uAAA/Pz/4+PiYareMMcYYs2IWPfOro6Mj5s+fr/PyTmXGx83HXRXwcfNxVwV83OU/boteK4cxxhhjVYtFnzFhjDHGWNXCwYQxxhhjFoODCWOMMcYsBgcTxhhjjFkMqwwmCoUCL7/8MmQyGS5duiR1OSY3cOBANGzYEE5OTvD29sbo0aORmpoqdVkmlZSUhHHjxsHX1xfVqlWDn58f5s+fj8LCQqlLM6lvvvkGXbt2hbOzc7lnS7Q2q1atQuPGjeHk5IROnTrh7NmzUpdkUidOnMCAAQNQr149yGQy7N27V+qSzGLRokXo2LEjXF1dUbt2bQwePBgJCQlSl2VyP//8M9q0aSNOrNalSxeEhYVJXZbZLV68GDKZDFOmTCnzZ6wymHzyySeoV6+e1GWYTWBgIHbs2IGEhATs3r0bt27dwptvvil1WSZ1/fp1qFQqrFmzBnFxcfjhhx/wn//8B3PnzpW6NJMqLCzE0KFDNVZkroy2b9+OadOmYf78+bh48SLatm2L3r17l2vVaGuTl5eHtm3bYtWqVVKXYlbHjx9HaGgoTp8+jSNHjqCoqAi9evVCXl6e1KWZlI+PDxYvXowLFy7g/PnzCAoKwqBBgxAXFyd1aWZz7tw5rFmzBm3atCnfBw1ZoE9Kf/75J7Vo0YLi4uIIKH1RwMpq3759JJPJqLCwUOpSzGrJkiXk6+srdRlmsX79enJ3d5e6DJMJCAig0NBQ8blSqaR69erRokWLJKzKfADQnj17pC5DEg8fPiQAdPz4calLMTsPDw/69ddfpS7DLHJzc6lZs2Z05MgR6t69O02ePLnMn7WqMybp6emYMGECNm3aBGdnZ6nLkURWVha2bNmCrl27wt7eXupyzEoul8PT01PqMlgFFRYW4sKFCwgODhZfs7GxQXBwME6dOiVhZcwc5HI5AFSpf8tKpRLbtm1DXl4eunTpInU5ZhEaGop+/fpp/DsvK6sJJkSEd999FxMnToS/v7/U5ZjdrFmzUL16ddSsWRPJycnYt2+f1CWZVWJiIlasWIEPPvhA6lJYBT169AhKpRJ16tTReL1OnTp48OCBRFUxc1CpVJgyZQpeeeUVvPTSS1KXY3KxsbFwcXGBo6MjJk6ciD179qBVq1ZSl2Vy27Ztw8WLF7Fo0SKDPi95MJk9ezZkMlmpj+vXr2PFihXIzc3FnDlzpC7ZKMp63IKZM2ciJiYGERERsLW1xTvvvAOywkl7y3vcAHD//n2EhIRg6NChmDBhgkSVG86QY2asMgoNDcXVq1exbds2qUsxixdeeAGXLl3CmTNn8OGHH2LMmDG4du2a1GWZVEpKCiZPnowtW7bAycnJoG1IPiV9RkYGMjMzS31PkyZNMGzYMBw4cAAymUx8XalUwtbWFqNGjcKGDRtMXapRlfW4HRwctF6/d+8eGjRogJMnT1rdacHyHndqaip69OiBzp074/fffzdoCW2pGfKz/v333zFlyhRkZ2ebuDrzKywshLOzM3bt2oXBgweLr48ZMwbZ2dlV4mygTCbDnj17NI6/sps0aRL27duHEydOwNfXV+pyJBEcHAw/Pz+sWbNG6lJMZu/evRgyZAhsbW3F15RKJWQyGWxsbKBQKDTGdDHZ6sJl5eXlBS8vr+e+b/ny5ViwYIH4PDU1Fb1798b27dvRqVMnU5ZoEmU9bl1UKhWA4tumrU15jvv+/fsIDAxEhw4dsH79eqsMJUDFftaVkYODAzp06ICjR4+KX8wqlQpHjx7FpEmTpC2OGR0R4aOPPsKePXtw7NixKhtKgOK/59b4e7s8evbsidjYWI3Xxo4dixYtWmDWrFnPDSWABQSTsmrYsKHGcxcXFwCAn58ffHx8pCjJLM6cOYNz587h1VdfhYeHB27duoV58+bBz8/P6s6WlMf9+/fRo0cPNGrUCMuWLUNGRoY4VrduXQkrM63k5GRkZWUhOTkZSqVSnKenadOm4t/5ymDatGkYM2YM/P39ERAQgB9//BF5eXkYO3as1KWZzJMnT5CYmCg+v3PnDi5dugRPT0+t32+VSWhoKLZu3Yp9+/bB1dVV7CNyd3dHtWrVJK7OdObMmYM+ffqgYcOGyM3NxdatW3Hs2DGEh4dLXZpJubq6avUPCf2RZe4rMsl9QmZw586dKnG78JUrVygwMJA8PT3J0dGRGjduTBMnTqR79+5JXZpJrV+/ngDofFRmY8aM0XnM0dHRUpdmdCtWrKCGDRuSg4MDBQQE0OnTp6UuyaSio6N1/mzHjBkjdWkmpe/f8fr166UuzaTee+89atSoETk4OJCXlxf17NmTIiIipC5LEuW9XVjyHhPGGGOMMYF1XrRnjDHGWKXEwYQxxhhjFoODCWOMMcYsBgcTxhhjjFkMDiaMMcYYsxgcTBhjjDFmMTiYMMYYY8xicDBhjDHGmMXgYMIYY4wxi8HBhDHGGGMWg4MJY4wxxiwGBxPGGGOMWYz/A/RQAhCiyookAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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LKw1zZ4XswvTzL39bW1sAGUmcPgQHByMuLk4h2VBn165d8PT0ROPGjY0ap7+/P9LS0rBgwQK0bdsWK1asUKpTkdW4hIWFZfs8Hz9+RGxsLGrWrKl0rHbt2rh3757G18uO//z6IkWKoFixYgqvv3fvHqpXrw4eT/HXbe3atZGSkoIXL15kuU8g40I/ZcoU/PXXX1qT1WXLluHHjx+YPn262jZNmzZFQkICRo4ciWfPnuHdu3dYu3YtDh8+jKlTpyq1z8rPgJ+fHxwdHWFra4uOHTvi5cuXGuMl+RvVmBCD4/F4aNCggXxkAMhITDp37oyjR4/i+vXraNOmjTxJadSoUZbPERMTAw8PD6XnZc9FR0dn/w38pEqVKmjYsCHKli2Lb9++YevWrRg/fjyio6OxaNGiLPdXtmxZAMC1a9cU7sPLvl4fP37US9y7du2ClZUVunfvrrHdkydP8PDhQ/zxxx/gOE5lnH5+fgaJ08fHB0ePHgUAjB49Go6OjlizZg1+//13VKlSJcf9y8TExACA2s/M9+/fIRQKYWVlla3XZ/68xcTEKCR4mdsBGZ/NypUrZ6lPIKNuw8bGRmtNxqdPnzBnzhz8+++/Sol7ZsOHD8eTJ0+wbt06bNy4EQDA5/OxatUqpaJWXX8GbG1tMWjQIHliEh4ejiVLlqB+/fq4e/cuPD09NcZO8idKTIhRNGrUCNOnT0dycjLs7Oxw9epVzJ8/H+/evcOVK1fQpk0bXLlyBRzHoWHDhnBxcQHLwsbXqampKi8isoLA1NRUvb2XzLekAGDw4MH45ZdfsGTJEowdO1brbZKftW3bFt7e3vj9999ha2uLGjVq4NatW5g2bRoEAoFeYk9ISMDJkyfRtm1bpaH6n+3atQsAlEZWqlevjjp16mDRokUoWrQo/Pz88OzZM/z666+wsLDQS5yjR49W+PfYsWOxZs0aBAcHyxOTmTNnYubMmTk6jyxWbZ8ZdYmJttfLRgE19fPzZzMrfb548QLLly/Hnj171MYoM2XKFJQoUQLDhg3T2I7P56NkyZJo3bo1evToAWtra+zZswdjx46Fu7s7OnfuLG+r68+Av78//P395e06d+6M1q1bo3Hjxpg3bx7Wrl2rMSaSP9GtHGIUjRo1glgsxo0bN/D8+XPExsaiUaNGaNy4sfwv7itXrqBChQo61WX8zMbGRuVMA1l9grp75PrAcRwmTJgAsViscZaMOtbW1jh58iRcXV3RrVs3FC9eHAMGDMA///wDFxcX2Nvb5zjGQ4cOIS0tTettHMYYdu/ejUqVKqkcoTh06BCqVq2KIUOGwMfHBx06dIC/vz+qVaumlzgzz1ABgJIlS4LH46mduq1NUlISPn36JH/IpgLLPg/Z/cxoe33m1+r62cxKn+PGjUP9+vXRrVs3tTECwM2bN+XTcH++lfSzhQsXYtGiRdizZw8GDBgAf39/BAUFoWHDhhg9erTGKctZ+Rlo2LAh6tSpg3PnzmlsR/IvSkyIUdSsWRPW1ta4fPkyrly5gkKFCqFMmTJo1KgRwsLCIBQKceXKlWzdxgEyhrplQ+GZyZ4rUqRIjuLXRjYk/f3792y9vmLFinj8+DEeP36MK1euIDo6GsOHD8fXr1/VTsHMil27dsHJyUnrOhfXrl3Du3fv1CYwRYsWxdWrV/HixQtcvnwZHz58wP/+9z9ERUXpJc6fZb6VlB3//vsvPDw85A/Z1GfZ7RJ1nxkXFxeNIxHaXp/586brZ1PXPi9cuICQkBCMGzcOkZGR8odYLEZqaioiIyPloyt//PEHGjVqBB8fH3k7WUF5TEwM3r9/Lz/HmjVr0KxZM6UEs2PHjoiOjtaaHGblZ8DT0zPbPysk76NbOcQoLC0tUbt2bVy5cgVeXl7yBKRRo0YQCoXYtWsXPn/+rPJevC58fX0RGhqKhIQEhfvot27dkh83pDdv3gDImG2RXRzHoWLFivJ/BwcHQyqVokWLFjmKLSYmBqGhoRg0aJDWYf9du3aB4zj06dNHY7vSpUvLRzeePn2KmJgYDBo0KEdxAsDLly8V6mxevXoFqVSq89okPxswYIDCGjayUYeiRYvCzc1N5SJjYWFhWj8vsuN37txRWOgvOjoaHz58UCjY9fX1xZUrVyCVShVGLW7dugVbW1t5Qqdrn7JkIvMsH5mPHz/Cx8cHS5cuxfjx4/H+/Xu8e/dOaQ0RICPhcHJyQlxcHADg8+fPKmfNiEQiANC6yFtWfgbevHmTo58VkrfRiAkxmkaNGuHWrVsIDQ2VJyYFCxZE+fLl5QVzsuezOl24e/fukEgkCot5CYVCbNmyBXXq1FEosnv//j0iIiKy9R6+f/+u9MtbJBJh4cKFsLS0VCgKzYnU1FT8/fff8PDwQO/evXPU1969eyGVSrXexhGJRDhw4AAaNmyoMIVWE6lUij/++AO2trZKBZLZsXr1aoV/r1y5EkDGNHKZrEwXLlGiBFq0aCF/NGjQQH6sW7duOHHihMJU8vPnz+PFixfo0aOH/DmRSISIiAiFkYyKFSuiXLlyWL9+vcLnITAwEBzHKRQYd+/eHZ8/f8bhw4cV3sOBAwfQoUMHebKoa5/NmjVDUFCQ0sPNzQ01a9ZEUFAQOnToAABYv369UruxY8cCyBhNktUTARmLo509exbfvn2TPyeRSLB//344ODjIpxln5WdA1Sq6wcHBCA8PR5s2bZSOEQLQiAkxokaNGmHevHmIiopSuGXTuHFjrFu3DsWLF5cXzYWFhcHPzw8zZszQqdCxTp066NGjB6ZOnYrY2FiUKlUK27ZtQ2RkJDZt2qTQdsCAAbh06ZJCcW18fLz8Iihbgn3VqlVwdnaGs7MzxowZAyCj6G/u3Lno3r07fHx88P37d+zevRuPHz/G/PnzlaZtzp07F0DGTBcgY92Jq1evAoDC1E1/f38UKVIEFSpUQEJCAjZv3ow3b97g5MmTSuurrFq1CnFxcfJZGsePH8eHDx8AZBSLOjk5KbTftWsXihQpgqZNm2r8Gp4+fRrfvn3TmMDI1hXx9fWFSCTC7t27ERYWhm3btumczGzduhWDBw/Gli1blEZZ3r59i44dO6JNmza4ceMGdu7ciT59+qBq1aoK73/WrFkIDQ3V+p40+euvv3DgwAH4+flh3LhxSEpKwuLFi1G5cmUMHjxY3u7jx48oX748Bg4cqLD8/+LFi9GxY0e0atUKvXr1wuPHj7Fq1SoMGzYM5cuXl7fr3r076tati8GDB+Pp06fylV8lEglmzZqlEJMufXp5ean8Wo8fPx6FCxdWKFLNvMKvjGyEpEmTJgpTk//880/069cPderUwYgRI2BjY4M9e/YgPDwcc+fOhYWFBYCs/QzUr18f1apVQ82aNeHk5IS7d+9i8+bN8PT0xF9//aXDd4nkSyZc3I3kMwkJCYzP5zMHBwcmFovlz+/cuZMBUFhRNDQ0lAFgM2bMkD+naeVXxjJWev3999+Zu7s7s7KyYrVq1WIhISFK7Zo0acJ+/ujL+lb18Pb2lre7c+cO69ChAytatCiztLRk9vb2rGHDhmz//v0qY1LX58/nX7RoEStXrhyztrZmBQoUYB07dmT37t1T2ae3t7faPn9e+TQiIoIBYBMnTlTZV2a9evViFhYWSit/ZrZlyxZWtWpVZmdnxxwcHFjz5s3ZhQsXNLbHTyt/ylaKzfy9ka38+vTpU9a9e3fm4ODAChQowMaMGcNSU1MV+pS1zbyKbnZWfmWMscePH7NWrVoxW1tb5uzszPr27cs+ffqk0Eb22Rg4cKDS64OCgpivry+zsrJixYoVY9OnT2fp6elK7b5//86GDh3KXF1dma2tLWvSpIna1VB17fNn+liNNSQkhDVp0oQVLFiQWVpassqVK7O1a9cqtMnKz8C0adOYr68vc3JyYhYWFszLy4v9+uuvSl9jGVr5lTDGGMdYFuZkEmJCkZGR8PHxwcqVK9GrVy84Ojpq3c+EmEZ6ejoSEhKwd+9ejB07Frdv35b/de7v74/IyMgcLZD2M9kojGxtDFdX1xwXzhLjYYzh27dviIqKQvXq1bF48WL8/vvvpg6LmAjVmJBcZ+zYsXBzc1NaS4GYj+DgYLi5ucnrGWQYY7h48aL8Fpe+Va9eHW5ubgp1EsT8xcfHw83NTWmLCpI/0YgJyTXS0tLk9RlAxuqThQoVMmFERJ0vX77gwYMH8n/XqVMny3sRZUVMTIy8jgfIqJ+Q1UQQ8/fz+idlypTRuWaJ5D2UmBBCCCHEbBjtVs7ChQvBcRzGjx9vrFMSQgghJJcxSmJy+/ZtrFu3Tq+bcBFCCCEk7zF4YpKUlIS+fftiw4YNKFCggKFPRwghhJBczOALrI0ePRrt2rVDixYttFbiC4VChQ2spFIpvn//TlP/CCGEkFyEMYbExEQUKVJE6waSPzNoYrJ3717cvXsXt2/f1qn9ggULlFZCJIQQQkjuFBUVJV/RW1cGS0yioqIwbtw4nD17FtbW1jq9ZurUqZg4caL83/Hx8fDy8kJUVJTCxmyEEEKybsGCBVi8eLHKzfoyu3r1KipXrpylvj9//qx1h2mBQIBhw4bJ98bS5vjx45gxYwZev34tf65+/fpYtGgR1SyauYSEBHh6emZrmQCDTRc+cuQIunTpAj6fL39OIpGA4zjweDwIhUKFY6okJCTAyckJ8fHxlJgQQkgOHT9+HB07dtTYxtbWFrGxsbCzs8tS34wxlCtXDi9fvoSmy8rRo0e1xvBzvw8ePMC3b9/g4+ODEiVKZCkuYho5uX4bbMSkefPmePTokcJzgwcPRrly5TBlyhStSQkhhBD9atu2LYoVK4aYmBiVoyZ8Ph9Dhw7NclICABzHYfLkyRg+fLjK43w+H15eXmjXrl2W+/X19c1yPCT3Mlhi4uDggEqVKik8Z2dnB1dXV6XnCSGEGB6fz8fBgwfRvHlzCIVCiMVi+TEej4eqVati3rx52e5/6NChePDgAVatWgWBQCDvn+M4FCxYEMHBwfRHKdGK9sohhJB8pE6dOrh37x6GDh0qv//v7e2NefPm4fLlyznaOoDjOKxYsQKXLl1Cjx49ULFiRdSrVw9LlixBREQEypUrp6+3QfIws16SnmpMCCHEsBhjtBwD0bucXL9pxIQQQvIxSkqIuaHEhBBCCCFmgxITQgghhJgNSkwIIYQQYjYoMSGEEEKI2TD4Jn6EEEKIJhKJBKdOncKRI0eQkpKCSpUqYciQIXB3dzd1aMQEaLowIYQQk4mJiUHr1q3x6NEjCAQCMMbAGAOfz8fatWsxZMgQU4dIsoGmCxNCCMl1pFIpfvnlFzx79gwAIBaLIZFIIJVKIRKJMGzYMJw/f97EURJjo8SEEEKISZw9exYPHjxQWBo/Mx6Ph/nz5xs5KmJqVGNCCCHEJI4dO6awp87PJBIJLly4gJSUFNja2ho5OuDbt2/YunUr7t69CysrK7Rv3x4dO3aEQECXTkOiry4hhBCTSE1N1amdUCg0emJy4MAB9O/fHyKRCBzHgeM4bNmyBaVKlcKZM2fg4+Nj1HjyE7qVQwghxCSqVq0KiUSisU2RIkXg5ORkpIgyhIWFoXfv3khPT4dUKoVEIpGP6kRGRqJFixZIT083akz5CSUmhBBCTGLAgAGwsrJSu18Pj8fDmDFjwOMZ91K1ePFicBwHVZNWxWIx3rx5g6CgIKPGlJ9QYkIIIcQkChQogO3bt4PjOPD5fIVjPB4PjRo1wsSJE40aE2MMR48eVVv3AgB8Ph9Hjx41YlT5CyUmhBBCTKZHjx64cuUK2rVrJx8Z8fLywsKFC3H69GlYWVkZNR7GGEQikcY2UqkUaWlpRooo/6HiV0IIISZVv359+SiFSCSCtbW12ts7hsbj8VC+fHlERESovJUja1O1alUjR5Z/0IgJIYQQsyAQCGBjY2OypERm7NixWtsMGzbMCJHkTzRiQgghJNd6+vQpQkJCkJ6ejlq1asHPzy/HxbLDhw/HqVOncOLECQCQj5zw+XxIpVKsW7cORYsWzXHsRDVKTAghhOQ6P378QJ8+fRASEgIejweO4yCRSFCqVCkcPHgwR7daBAIBDh8+jMDAQKxYsQKvXr0Cx3Fo0aIF/vjjDzRr1kyP74T8jDbxI4QQkqtIJBLUr18f4eHhSuug8Pl8ODg44MGDB/Dy8tLL+VJTUyEQCGBhYaG17bdv3xAYGIitW7fi+/fv8Pb2xsiRIzFo0CBYW1vrJZ7cICfXb0pMCCEkm+7evYvnz5/DwcEBzZo1M8my6fnRsWPH0KlTJ7XH+Xw+xo4di6VLlxoxKuDt27do1KgRYmJiIJVKAUBeL1O7dm2cO3cO9vb2Ro3JVGh3YUIIMaK7d++iWrVqqFGjBvr06YMOHTrAw8MDCxcuVDuTg+jPnj17lNY9yUwikWDHjh1GjChDz5498fnzZ3lSAmTUpzDGcOfOHQwYMAC9e/dGgQIF4OjoiF9++QUhISFGj9Pc0YgJIYRkwZMnT1CnTh2kpaWpXE596tSptCOuChEREQgMDMSlS5cgEAjQunVrjBo1Cp6enlnuq3Xr1jhz5ozGNgKBQOt6JPp0584d1KpVS2u7zJsW8vl8SCQSTJ8+HXPmzDF0iEZFIyaEEGIk//zzj9qkBAAWLVqE6OhoI0dl3rZu3YqKFStizZo1ePDgAcLDw7Fo0SKUKVMmWyMGJUuW1LrDr7e3d3bDzZbr16/rNBso84qyss/Q3LlztSZa+QklJoQQoqO4uDgcOXJE68Zzu3btMlJE+vPjxw88fvxY70nV3bt3MWTIEEilUqWLslAoRJcuXfDx48cs9Tls2DCNS8bzeDz8+uuv2Y45O/h8frZv4/H5fKxYsULPEeVelJgQQoiOvn79qlA/oAqfz0dMTIzWvt68eYOxY8fC1dUVlpaWqFChAlauXAmhUKivcHXy5s0b9OzZE25ubqhcuTKKFi2KRo0a4fLly3rpf/ny5WrrQWTLv69bty5LfVavXh2jR49WeYzP58PX1xejRo3Kcqw50bx582wnJhKJBNevX9dzRLkXJSaEEKKjggULah2ul0gk8PDw0Njm1q1bqFq1KtauXYvv379DJBIhIiIC48aNQ4sWLZCSkqLPsNV69eoVatWqhUOHDimMAl2/fh3NmjXDyZMnc3yOM2fOaBzdkEgk2bqNsWLFCixZsgTu7u7y56ytrTFy5EiEhobCzs4uW/FmV7ly5dCmTRuNRbmaaLs1lZ9QYkIIITpydnZGly5dtF58+vbtq/aYWCxG165dkZqaqnDBls3euHHjBmbPnq23mDWZMGEC4uPjlW5NSaVSSKVSDB48OMcFpNpGmHRt8zMej4cJEyYgKioK9+7dw61btxAbG4vVq1ebbLLEzp07UaVKFXl8gG4Jh0AgQLt27QwaW25CiQkhhGTB7NmzYW1trTY5mTp1KooUKaL29SdOnEB0dLTaOhWJRIK1a9ca/JZOdHQ0Tp48qTYOxhi+fPmS41GTxo0ba7w48/l8NGnSJNv9CwQC+Pr6onbt2nBwcMh2P/rg6uqKmzdvYvfu3WjdujVq1KiBrl27Yt++fbC3t1c72sYYw7hx44wcrfmixIQQQrKgQoUKuHr1qtKS505OTli0aJHWaZ+3b9/WuoJofHw83rx5k+NYNXnz5o3Wmgg+n4+XL1/m6Dzjxo3TeCuH4zijF6oakqWlJXr37o3g4GDcuXMH+/btg7+/P4KDg2FnZ6eQnPD5fAgEAuzcuRO+vr6mC9rM0E0tQgjJIl9fX4SHh+P+/fvylV/9/PxgY2Oj9bWWlpY6FUlaWlrqI1S1nJyctLaRSqU5vi3SsGFD/Pvvv/j9998V1vAQCARgjGH79u0oUaJEjs6RGzRq1Ahv3rzB5s2bcebMGYhEIjRs2BAjRoww+tRmc0cLrBGSD124cAHLli3D5cuXwXEcWrZsifHjx6N+/fqmDi3Pu3XrFurWrav2OMdx8PHxwcuXL3O8S64mjDGUKVMGr1+/VpsoCQQCfPjwAYULF87x+a5fv46VK1fi0qVL4PP5+OWXXzB27FhUrlw5x30T80N75RBCdLZgwQL89ddfSn+9SiQSrFmzxujTLPMbxhgaNGiAsLAwtfUd69evx/Dhww0ey/79+9GzZ0+VxziOw2+//YZly5YZPA6S99DKr4QQnVy9ehV//fUXAMUVKMViMRhjCAgIwJMnT0wVXr7AcRyCgoJQvnx5AMqzN/744w8MGzbMKLH4+/tj/fr1sLGxAcdxsLCwAI/HA8dxCAgIwL///muUOAjJjEZMCMlHevbsicOHD6stRhQIBBgxYgRWr15t5MjyH5FIhKNHj2Lfvn2Ii4tD2bJlMWLECPB4POzYsQOfPn1CkSJFMHDgQJQrV86gsSQkJGDfvn14+/YtXF1d4e/vn609bAiRMdtbOYGBgQgMDERkZCQAoGLFivjnn3/wyy+/6PR6SkwI0a9ixYppXf67cuXKePjwoZEiIjJisRgjR47E5s2b5YWhHMdBLBYjICAAK1euNGjNCSH6ZLa3cooVK4aFCxciPDwcd+7cQbNmzdCpUycaKibERHRZlVLbVFZiGNOmTcOWLVsAZCQpEolEPrK1Zs0ak+4++/nzZ8ydOxcNGjRA7dq1MX78eERERJgsHpLHMSMrUKAA27hxo05t4+PjGQAWHx9v4KgIyR8CAgKYQCBgAFQ++Hw+mz59uqnDzHd+/PjBrK2t1X5fADB7e3uWlJTEGGPs+/fvbMGCBaxMmTKsQIECrHLlymzlypUsOTlZ77FdunSJ2dnZMR6PJ49FIBAwHo/HNmzYoPfzkbwhJ9dvo9WYSCQSHDhwAAMHDsS9e/dQoUIFpTZCoVBhtcOEhAR4enrSrRxC9OTZs2eoUqUKJBKJ0hRRjuNgbW2NFy9eoFixYiaKMH86dOgQunfvrrVdcHAwKleujIYNGyIqKkq+lDvHcQCAqlWrIjQ0FM7OznqJ6+vXr/Dx8UFKSorKZeM5jsO1a9dQr149vZyP5B1meysHAB49egR7e3tYWVlh1KhRCAoKUpmUABnTGJ2cnOQPKr4iRL/Kly+P/fv3QyAQKNzW4fF4sLGxwbFjxygpMQFdN+1LTU1Fv3798PHjR4VEgf3/fXYePXqk16XNN2/erDYpATJuDZrDdOLY2Fg8ePAA0dHRpg6F6IHBR0zS09Px/v17xMfH4+DBg9i4cSMuXbpEIyaEmFBUVBQ2bNiAS5cuyRdYGzZsmF4W0iJZd//+fVSrVk1ruxMnTqB9+/Ya2wgEAkRHR8PNzS3HcbVo0QLnz5/X2MbJyQlxcXE5Pld2PH78GH/++SeCg4PlI4BNmzbFwoULUadOHZPERDKY7awcVVq0aIGSJUti3bp1WtvSrBxCSH5Ru3Zt3L17V+Wia3w+Hw0bNkS/fv10Wnjt1KlTaNOmTY5j8vPzw8WLFzW2sbe3R2JiYo7PlVX37t1Do0aNkJaWpvA14/P54PF4OH36NPz8/IweF8lg1rdyfiaVSg2+ayYhhOQ2W7duhaOjo9JOvAKBAAUKFMDGjRt1mlUF6Db7ShcNGzbU2Befz0ejRo30cq6sCggIUEpKgIx6RolEgqFDh6q9BUXMm0ETk6lTp+Ly5cuIjIzEo0ePMHXqVFy8eBF9+/Y15GkJIURvbt68if79+6NUqVKoWLEipk6divfv3+v9PBUqVEB4eDgGDx4Ma2trAICNjQ2GDx+Ou3fvolSpUvDz85MXuqpjY2Ojt9sYsgXf1J1TIpHotaZFV8+ePcPNmzfVLukvlUrx9u1bXLlyxciREb3Q29wgFYYMGcK8vb2ZpaUlc3NzY82bN2dnzpzR+fU0XZgQYkrz58+XT49FpinVNjY27Ny5cwY7r0gkYt+/f2cikUjpWLdu3Rifz1c5pZjH47GJEyfqNZb9+/czPp+v8DWQ/f8///yj13Pp6ujRoxqnVsseWZnO/PXrV7Zy5Ur2+++/s4ULF7LIyEgDvoO8LyfXb6OvY5IVlJgQQjJLTExkr169Yt++fTP4uUJCQtRe8Hg8HrOzs2Nfv3412PnT0tLY69ev2cePH5lUKpU/HxcXx2rXri2PQ5YsAWDt2rVjaWlpeo/l4cOHbPjw4czd3Z0VLFiQdezY0aCJmTaXLl3SKTE5cOCATv0tW7aMWVpaMo7jmIWFBePz+YzjODZ69GgmFosN/G707/v37+zjx48qE1tjocSEEJKnRUZGsv79+zMLCwsGgHEcx1q3bs1u3bplsHO2atVK7ciELClYvHixXs8pFArZli1bWI0aNZilpaX8XFWrVlW4yKanp7P9+/ezdu3asRo1arBu3bqx4OBgJpFI9BqPuRKJRMzd3V1jUmJnZ8cSExO19rVt2za1fXAcxyZNmmSEd6Qfp06dYg0aNJDH7+LiwqZPny5fmM+YKDEhhORZb968YQULFlRasZbP5zMLCwuD/eWubSVW2QiFvly/fp25ubmpvUACYP/995/ezpfbbdiwQeP3Zu7cuVr7kEgkzMvLS2M/FhYW7MuXL0Z4Rzkj+3r8nEzz+XxWq1Ytg6wKrElOrt+0IxQhxKz99ttv+PHjh9KOyLLZFwMGDFBbBJkTzIgrKbx58wYtW7bE169fNcYyefJkgxTe5kbDhg3DkiVLYGVlBY7jYGFhAR6PB4FAgOnTp+Ovv/7S2sfdu3e1fj1FIhGOHz+ur7AN4vPnzwgICAAAlbOUwsPD8d9//5kitGyhxIQQYraio6Nx8uRJjbMvoqOjcfr0ab2fu3HjxhqnyvJ4PDRp0kQv51q+fDmEQqHWZIjjOGzatEkv58wLJkyYgE+fPiEwMBBTpkzB8uXL8fHjR8yZM0fr7CUAOq2/wuPxkJCQoI9wDWbr1q0ak3OpVIrVq1cbNdnOCYH2JoQQYhqvXr3S+suUz+cjIiICbdu21eu5J06ciLNnz6o8JttXaMiQIXo51969e5VGhFRhjOH58+d6OWde4ezsjJEjR2brtaVKlQLHcRo/Y1KpFGXKlMlueEbx9OlTrYnY58+f5YuemTsaMSHEDAiFQuzbtw9z587FypUr8fHjR1OHZBYcHBy0tpFIJDq1y6o2bdpg7ty5AKCw6Bmfz4e1tTWOHj0KV1dXvZwrOTlZp3Y8Hs8g7zW/8vT0ROvWrdWOjPF4PBQtWhStWrUycmRZY2dnpzUx4fF48vVxzJ4+i130jYpfSX5w+PBhVqBAAYXt5Hk8HgsICGDp6emmDk+vEhIS2Jo1a1jbtm1Zs2bN2OTJk9mrV6/UtpdIJMzb21tjcaJAIGCfPn0yWMw3btxgffv2ZT4+PqxcuXJsypQpel/jonr16vKpv9oep0+f1uu5s+PJkyfs8OHD7OzZsxqnJ6enpytMdTZHL168YC4uLmqLq8+ePWvqELU6e/asxs8Mn89n7du3N2pMNCuHkFzq/PnzjMfjyWddZH5wHMdGjRpl6hD15uHDh6xQoUKM4zj5++Xz+YzH47G1a9eqfZ226Zxjx4414rswjI0bN2pNSHg8HqtTp45JpwQ/evSI1a1bVyGuAgUKsP/++0+egKSlpbH//vuP+fj4yGe1+Pv7szt37pgsbm1ev37NevfurZCctGjRgt28edPUoelEKpWy2rVrq5zeznEc4/P57Nq1a0aNiRITQnKp+vXra/xLmeM49u7dO1OHmWPJycmscOHCGtcFuXDhgtrXL1myhFlYWDAejydfAAsAGz58eJ4YVRKJROyXX37R+Flo3LixQRd00yYiIoI5Ojqq/R7+888/LDU1lTVu3FjpfciSbzs7O1akSBH222+/sZcvX5rsvagTFxfHIiIiWGxsbLb7SEtLY/fv32cPHjxgQqFQj9Fp9uXLF1a/fn35KKKFhQXjOI7Z2tqyQ4cOGS0OGUpMCMmFoqKidPor+d9//zV1qDm2efNmrUPNbdu21dhHbGwsW7ZsGRs/fjybM2eOxltAuZFQKGRz5sxhhQoVkn9dXFxcWIcOHdjNmzdNfkvE399fY2LJ5/PZ5MmTdbolJRAImI2NjcZkNLdJT09n//zzj/y2rOz7N2vWLKOtwCqVStmVK1fYpEmTWEBAAAsMDDTZ9TMn12+OMfOdP5STbZMJMXePHj1ClSpVNLaxsLDAH3/8IS/CzK169uyJgwcPatztVSAQID09XadpnnmZWCxGdHQ0BAIBPDw8zOLrkZCQAFdXV40zhziOg52dHZKSknTqk8fjwd7eHh8/foS9vb2+QjUJiUSCLl264MSJE0ozfDiOQ5cuXXDgwAHwePlnvklOrt/556tEiJkpVqyY0hb3PxOLxShRooSRIjIcsVisddqvRCLJNessGJJAIICXlxeKFCliFkkJAHz58kXrdGY+n69zUgJkTMNNTEzErl27chqeyQUFBeH48eMqP7+MMRw+fBgnT540QWS5EyUmhJhIgQIF0L17d43JiY2NDXr06GHEqAyjVq1aGi+yPB4Pvr6+ufIvSsYYbty4gRUrVmDt2rV48+aNqUPSO1dXV63fG02jYerweDxcv349u2GZjbVr12pcjI/P52PdunVGjCh3y32/BQjJQxYsWABnZ2elX2qyi/iqVavyxLoVQ4cOhYWFhdrkRCqVYvz48cYNSg8iIiLg6+uL+vXrY8KECQgICECpUqXQvXt3s1wtVCwW48WLF3j58mWWlvF3dnZGx44dNV58GWOoXr16lpJLjuM09plbvHjxQuPXUyKR0MJ4WUCJCSEmVLx4cYSFhaFz584Kv9ArVKiAoKAgDB482ITR6Y+bmxt2794NPp+vtFgZAAwZMgT9+/c3Sizx8fFYvXo1hgwZglGjRuHo0aPZ2msnOjoaDRs2xJMnTwBkJFcsY0IBjhw5gnbt2hlkD5/sEIlEmDdvHooUKYKyZcuiTJky8PLywr///qtzjLNnz4alpaXaRGLixImYNWtWlkZOxGIxWrZsqXN7c6VtoT2O4+Di4mKkaPIAfVXgGgLNyiH5SWxsLAsLC2PPnz83+QwMQ7l//z4bOHAgc3JyYjY2NqxBgwZs3759Rnu/J06cYHZ2dozjOCYQCOTrVpQuXZq9efMmS31NnjxZ4ywVAOzkyZMGeie6E4vFrHPnzmrXyunfv7/OX/+wsDBWsWJFhT5sbW3ZzJkz5eurrFq1ivF4PMbn81WeU/bg8/msSJEiRp1SayiLFy/WOu1/xYoVpg7TqGhWDiGEaPHgwQPUrFlTZZGtQCCAp6cnnj17BisrK536K1y4MGJjY9Ue5/P56Nmzp8mLOw8ePKi1TikkJAStW7fWqT/GGG7fvo1nz57BwcEBrVq1UppVExUVhU2bNuHJkyd4/fo17t27Bz6fD4lEIr+d5+bmhvPnz6NSpUrZe2Nm5MePH6hcuTI+f/6sVCQsEAhQtGhRPHz4MF9dx3Jy/abEhBCSL/Tv31/rZnk7d+5E3759derP0tISIpFIY5sWLVqo3QjQWJo3b45Lly6pvWUjEAjQoUMHHD582GAx3L9/H4GBgbh37x5sbW3RtWtXDBw4MFdsKKerN2/eoEuXLnj48KH8dpdEIkG1atUQFBQEb29vE0doXDm5ftPuwoSQfCEoKEhjUsLj8XDkyBGdE5NixYrh7du3ao8LBAL4+PhkOU59i4iI0FhHIhaLERERYdAYfH1989SsFMYYkpOTYWVlBQsLCwBAiRIlcP/+fVy9ehWXL18Gx3Fo2rQp6tWrZzbTvnOLXFX8evHiRXAcB47jMHPmTFOHk2ekpKTgf//7H2rVqgUXFxfY2dmhXLlymDRpEt69e6eXc0RFReHQoUP4888/0axZMzg5OeXoe7lnzx60atUK7u7usLa2hre3N/r164cbN25kqZ/k5GSsXr0azZs3R9GiRWFlZYXChQujevXqGDt2LM6cOaPydVKpFJcvX8Zff/2Fpk2bwt3dHZaWlnB0dESlSpUQEBCAhw8fZvl9EcNJS0vTeFwqlSIlJUXn/kaOHKlxBopYLMbQoUN17s9QnJ2dNR7nOE5rm6x69uwZDh48iODg4Cx9Tc1dUlISZs2aBQ8PDzg4OMDGxgbdu3dHeHg4gIyvZaNGjTBt2jT89ddfqF+/PiUl2aHPYhd9+7l4JjQ0VF5MNGPGDNMGl0e8fPmSlS5dWm3RlqOjIzt+/HiOzhEZGamxQDAr38uUlBTWtm1bjUu4z5w5U6e+Lly4oHXn2qpVq6p8raenp07Lyf/xxx95tpA1t6lcubLWYswpU6bo3F9CQgKrUKGC2o3TBg0aZBbf+3nz5mktzFy5cqVezhUREcEaNmyo0L+DgwObNWuWSTcf1IeEhARWrVo1pa+lrIjaHAqdzUm+2SuHEhP9SkhIYGXKlJF/TYcPH87Onz/Prl+/zubNm8fs7e3lVff37t3L9nnevn2r8EuwVKlSrHHjxtn6Xvbq1Uv+Oj8/P3bkyBEWFhbGNm3axEqWLCk/tm7dOo39nD17lllbWzMAzNnZmf35558sJCSE3b17l129epVt2LCBderUidWtW1fl62UXo1KlSrEpU6awY8eOsTt37rArV66w2bNnK+yXMXXq1Kx8uYiBrFu3TmNiwuPx2OvXr7PU5/fv39nAgQOZhYWFvB9nZ2c2Z84cJhaLDfROsubLly/Mzc1NZQIlEAiYp6enXmY+vn37lrm4uKidqTRmzBg9vBvT+f3339W+N47jmJOTE0tJSTF1mGaDEhOSLX///bf86/m///1P6fi1a9fk0ymbNGmS7fN8/fqVzZ07l505c4Z9//6dMZa97+X58+flr+nQoYPSL/4vX74wLy8v+cVBdq6fxcbGMldXVwaA+fr6sk+fPqk9p7qpjPXq1WMhISFq/yJ+9eoVc3Nzk//yz+oFj+ifSCRiHTp0UEpOZBeb5cuXZ7vvr1+/stDQUHbt2jWWlpamx6j14+nTp6xUqVIKf+EDYBUrVtTbZ3Po0KHyftU9Xrx4oZdzGVtaWhpzdHTUOkq6detWU4dqNigxIVmWnp7OnJycGABWvnx5tcOsI0eOlH/Nw8LC9Hb+7Hwvf/nlF/kv1qioKJVt9uzZozHZYizjF6hsJCgyMjK7b0GrlStXymP577//DHYeojuRSMSWLl3KihcvLv/eNGrUKF8Mw0skEnb69Gk2bdo0Nn36dHbhwgW93WoSCoXyEUh1D4FAwKZPn66X8xnb69evtSYlFhYWbOLEiaYO1WzkJDHJVcWvOZWeno41a9bAz88Pbm5usLS0hLu7O9q2bYudO3dqXbHwxYsXGDt2LCpVqgQHBwdYWlqiSJEi8PX1xZAhQ7Bv3z4IhUKl10kkEmzduhWtW7eWF0k6OTmhdOnSaN68OebPn4+nT58a6m2rFBoaivj4eADAwIED1RbxDRo0SP7/QUFBxghNpcTERJw/fx5AxhTMYsWKqWzXtWtX+dQ0VfH++PEDu3fvBgD069fPoFP4/Pz85P//+vVrg52H6E4gEGD8+PF48+YNfvz4geTkZFy+fBlt27Y1dWgGx+Px0KpVK8ydOxdz5syBn5+f3goz4+PjtRYXAxmr5WoilUrx4MEDXLt2DV++fNFLbPpgY2OjtQ1jTKd2RAf6z5P0R58jJm/fvmXlypXTmPE2bNiQffv2TeXr9+/fzywtLbVmzY8ePVJ4XWJiImvUqJHW13Xr1i1bX6Psynwb58aNG2rbiUQiZmtrywCwxo0b6+38Wf1eZr6Ns2DBAo1tW7VqJf8LLT09XeHY9u3b5f2cOHFC/nxycjJ7+fIli4mJ0dtfkeHh4fJzjR07Vi99EmKOhEIhs7Ky0jpiMm3aNLV9bN68WaEYnc/nM39/f/bhwwcjvhP1VBW+/vzQ56hybkcjJlokJSWhefPm8rn6nTt3xrFjx3Dnzh0cOHAATZo0AQBcvXoVHTp0UJrz//nzZwwePBjp6ekoVKgQZs+ejTNnzuDu3bu4du0atm3bhiFDhqjcC2HmzJm4cuUKAKB9+/bYs2cPrl27hvDwcJw6dQrz5883yZSyzCM05cqVU9tOIBCgVKlSADKmAJqKrvFmPi4Wi/Hy5UuFYzdv3pT/f+XKlXH79m20atUKDg4OKF26NDw8PFC4cGGMGTMGnz9/zlHMly5dkv9/+fLlc9QXIebM0tISvXv31rhTtlgsVrsf0qJFizBkyBCF5QkkEgkOHz6MOnXq4NOnT3qPOav+/vtvtaPqfD4fTZs2Ra1atYwcVR5lgERJb/Q1YvL777/LX6fqHqdUKmV9+/aVt1mzZo3C8U2bNqkdEcksJSVFqSpbNq20e/fuGmNUNVKTeTZLTh6hoaFKfdepU4cBYHZ2dhrjYoyxdu3ayfvSV2FfVr+XU6ZMkbe/ffu2xraLFy+Wtw0JCVE41rRpU/mxrVu3aizWc3d3Z/fv38/W+0tOTpYX4lpZWbGPHz9mqx9CcotXr14xZ2dntdOnR44cqfJ1Hz9+1LjnkEAgYAEBAXqJMT09nZ04cYIFBgaygwcPZnkWzfLlyxmfz5c/ZL8/6tevr3a0Pb+iERMNhEIhNm7cCACoWLGiysW8OI7DmjVr5DtErlq1SuG4LFsvUKCAxn0dbGxslO4xyl7bqFEjjXEae+fJxMREAFDa40IVOzs7+f8nJSUZLCZNZPEC2mPWFO/379/l/z9q1ChwHIe5c+fi/fv3EAqFePLkibyu5tOnT+jcuXO2tq+fMmUK3r9/DwAYPXo0ihQpkuU+CMlNSpYsiatXr6JatWoKz9vY2GDq1KlYvXq1ytdt375dae+izMRiMbZu3Yr09PQcxXfgwAEULVoU7du3x6+//oru3bvD3d1dbVyq/Pbbb3j37h1mzJiBXr16YdiwYTh//jyuXr1KuwfrUZ5fkj48PBxxcXEAMgo51W3Z7ejoCH9/fwQGBuLp06eIiYmBh4cHAMj/++PHDxw9ehSdOnXS+fweHh54//499u3bh2HDhsHW1lbn1xYtWhSPHj3Sub06qpbFlhWqWVpaan195k3NUlNTcxxPdmQurNMWs6Z4k5OTFfrcvn27wvByhQoVsGXLFlhaWmL9+vWIjIxEYGAgpkyZonOsu3btkie35cuXx9y5c3V+LSG5WcWKFXH79m08ePAAjx8/hq2tLVq0aAEHBwe1r3n79i34fL7GyQcpKSn49u2b/HdxVh07dgw9e/ZUSoASEhIwZswYABl/QGSWnJyMmJgYODs7o2DBgvLnixYtir///jtbcRDd5PnE5PHjx/L/r1Onjsa2derUQWBgoPx1sh+Cjh07wtnZGXFxcejSpQuaNm2KDh06oHHjxvD19VWb7AAZM17mzJmD69evw8fHBz169EDz5s3RsGFDuLm5aYzHwsLCYDtvWltbA4BOf4VknmlkqqpzWbyA9pg1xZu5nypVqqi95z1//nxs27YNQqEQ+/bt0zkxuXjxonwZchcXFxw6dIgq9Um+U7VqVVStWlWntq6urhpHTICMGUXZ3ciVMYZJkyZpbDNt2jQMGTIENjY2+PjxI/7++2/s3r1b/rvEz88Ps2bN0jryTfQjz9/KyTx0X6hQIY1t3d3dVb7O1dUVx44dQ9GiRcEYQ2hoKCZOnIiaNWvCxcUFXbt2xYkTJ1T2+ffff2PIkCHgOA6xsbFYvXo1unbtikKFCqFSpUqYMWNGjosss0P2F4wut2YyjzLocuvHEDL/xaUtZk3xZu6nVatWavtwdXVFzZo1AQAPHjzQKYG7c+cOOnbsCKFQCHt7ewQHBxu16PXNmzeYOHEifHx8ULRoUXTu3Fk+xZoQc9W7d2+Nmyvy+Xx06tRJ4RZtVoSHh+PVq1cak5/4+HgEBwfjw4cPqFWrFnbs2KHwB87ly5fh5+eH48ePZysGkjV5PjHJLCczXxo1aoRXr15h586d6NOnj3wdjYSEBAQFBaFDhw5o06aN0oZVFhYW2LRpEx4/fozp06ejfv368lsRT548wezZs1GqVCkcPXpU6ZwikQiPHz/O8SPzhVpGFn9ycrL8Vpc6UVFRAAA3NzeF2yTGlHndkg8fPmhsK4sXADw9PRWOZf73z8d+JjsulUoVElVVnjx5gjZt2iAxMRFWVlY4cuSI1hE6fTp79iwqVqyIFStWIDIyEtHR0Th58iRatGiBKVOmaP2LlJgvkUiEffv2oVWrVqhYsSJatmyJPXv2QCQSmTo0vahcuTL8/f1VrqXE4/EgEAhydOtE1/VQYmNjMXnyZMTGxiolShKJBFKpFIMGDVK5VhXRM31W4eqbPmblrFu3Tv6ay5cva2y7detWedszZ85o7fvNmzds5cqVCvvNjB8/XuvrUlNT2dmzZ9ngwYPl1eg2NjYsOjpaoZ0hZ+VkZR0TOzu7PLOOycyZM+X9LFmyRGM/PXr0kLf98uWL2navXr1iHh4e8nMeOXJE6/vRp2/fvjE7OzuN+8AcPHjQqDER/UhMTGQNGjRgAORraMj+W69ePb3scWMO0tLS2JAhQxjHcYzjOPnvxaJFi6r8/ZUVjx490un35K5du7QuqQ+A7du3Tz9vOo+jWTkaZK7RuHXrlsa2YWFhKl+njo+PD8aMGYPbt2/L/6Lfv3+/1tdZW1ujRYsW2Lx5MxYvXgwgo0hT3e0gQ2jYsKH8/zOvt/GzO3fuyEdcGjRoYPC41KlVq5Z8pElTvOnp6fK1SmrVqgULCwuF440bN5b//5s3bzSeU7Zaq7W1tdqK+w8fPqBFixaIiYkBj8fDtm3bslQcrQ9bt25FSkqK2lERPp+PpUuXGjUmcyOVSrWu7GyOxowZI/88y+KX/TcsLAwBAQEmi02frKyssGnTJrx//x6rVq3C/PnzceLECbx79w5NmzbNUd+VKlWCr6+v2tWtgYzb/CVLltR4SwnIWNfp+fPnOYqH6ED/edL/mT9/PqtZsyazt7dnbm5urFOnTiwiIkLn1+tjxCQtLY05OzszAKxSpUpq94RJSEhgBQsWZABYhQoVdI5RpkuXLgwAs7S0zNLrHjx4IH9P8+fPz/J5s0soFCrslaNutdO8tleOWCyWb67n7e2tdgfYN2/eyP8ybd68uco2nz9/ZmXLlpWfb/369Tq9D33r2rWrxtES/P+/svW1ou3PJBIJ+/btm1nurHr06FHWuHFjxuPxGI/HY/Xr12cHDx402NdCnz59+qT1L3g+n6800kqUbdy4Ue3XkOM4tn//fvb8+XOtoyU8Ho8tXbrU1G8nVzDbTfxat27NtmzZwh4/fszu37/P2rZty7y8vFhSUpJOrzfEAmszZ85UOi6VStmAAQPkbX5eYC0kJETjD39cXBwrWrQoA8DKli0rf/7bt2/s2LFjGn8JZl4MbM+ePTq/J33Qtrvw9evXddpdWNaHt7e3zufO6e7CHTt2zPbuwosWLdJ4bpFIxNq0aSNvc+DAAaU2P378YL6+vvI2pvxl1a1bN61LZfP5fL1fjJOTk9msWbNY4cKF5b/gW7duzS5duqTX82TXrFmz5O8989cBAPvzzz9NHZ5Whw4d0ukWBN1a0Cw8PJzZ2Nio/RmR3X6XSqWsfPnyGpN8juMMuvFnXpKTxIRjzHhVcV++fEGhQoVw6dIlhSF1dRISEuDk5IT4+Hg4Ojri4sWL8o3ROnXqhM6dO2vto1mzZihQoAB8fX3lQ/fdunXD4MGD4eHhgbdv32LVqlW4ePEiAKBevXq4cuWKwhTgQYMGYffu3WjZsiVatWqFSpUqwcXFBYmJiXj8+DFWrVolX6596dKlGD9+PAAgMjISPj4+KF68OLp27Yo6derA29sbAoEAMTExOH78ODZu3AipVIqiRYsiIiLCqLNeEhMTUbNmTbx48QIAMGLECPTq1Qs2NjYIDQ3F/PnzkZSUBBsbG1y/fh2+vr4q+5EVFXt7eyMyMlJlm5CQEIVlpSMiIrBo0SIAyt9Le3t7dO/eXWU/vXv3xt69ewFkTOEbP348ihQpgkePHmHevHny2y/r1q3DiBEjVPaRlpaGBg0a4O7duwCAXr16YeDAgShUqBBev36NpUuX4saNGwCAtm3b4sSJEwqF00KhEM2aNcP169cBAH379sWff/6p8lwydnZ2KteT0YfVq1dj7NixGm/lNG3aFOfOnVN5PDo6GmfPnkV6ejpq1KiB6tWraz1nSkoKmjVrhtu3byvcIpGtR7F792706tUre29ID27evIl69eppbBMaGprj2wSGdOjQIbU/B5nt3bsXPXv2NEJEuVOTJk1w7do1pa1GZJydnRETEwNra2uNX3Mej4dBgwZh06ZNhgw3z/j5+p0l+s6SNHn58iUD1C/rnpaWxuLj4+WPqKgotSMmuj6CgoIYY7pt4tegQQOVywoPHDhQp3ONGjVK4VaRrsWrHh4e7M6dO/r/guvg5cuXrHTp0mpjc3R0ZMePH9fYh6ytphGTJk2a6Pw909RPSkoKa9u2rcahVl1GYKKjo1mNGjU0xtG2bVuWkJCg9NrsFCVrGnHKqfj4eObs7Kxx1OTkyZNKr0tOTmYDBw5Uel2NGjXY8+fPNZ5zxowZas/HcRyztrZmP378MNA71q5///4ab4MIBAKjb5yZVVFRUVpHwjiOY+/evTN1qGbrzZs3Ov18Zh51WrduHbOysmIcxzELCwv5KFv//v31tiVHfmC2t3Iyk0gkrF27dqxBgwZq28yYMUPlh0YfiQljGXUVq1atYk2aNGGurq7MwsKCFS5cmLVp04bt2LFDbf3J9+/f2c6dO9mQIUNYzZo1WdGiRZmlpSWzsbFhZcqUYQMHDmRXrlxRep1UKmVhYWFs5syZrFWrVqxs2bLM2dmZCQQCVrBgQda4cWO2ePFik1fWJyUlsUWLFrGaNWsyZ2dnZmtry8qWLcsmTJig07ClMRMTmV27drGWLVuyQoUKMUtLS+bp6cn69OnDrl+/rvP7FolEbO3ataxJkybMzc2NWVhYMHd3d9axY0d2+PBhta8zt8SEsYzbbo6OjgoXMtmFWdUsJqlUyn755ReVFz4+n88KFiyodn+fzHU6mi6Yy5cvN+h71kTbHyEAmJeXl8ni01X37t3V7iPD5/NZly5dTB2iWbt06ZLWzwGfz2eLFy9WeN2PHz/Y6tWr2cSJE9mcOXPYixcvTPQOcq9ckZiMGjWKeXt7qy1aZEz7iAkhRL1Pnz6xuXPnspo1a7JKlSqxIUOGqB2Ju3DhgtZf1pMmTVL52tjYWK2/7AUCARs+fLgh365Gmet/1D1Kly5tsvh09e3bN1a5cmX5NFpZ0sdxHKtYsSL7+vWrqUM0a0+ePNHpD4etW7eaOlTGWMZI7ooVK9jMmTPZ1q1bda7HNEdmn5iMHj2aFStWjL158yZLr8vJGyOEqDd48GCtMz5cXFxUvjYxMVGnxGTcuHHGfVOZaLrVJEu8pkyZYrL4siI5OZmtWbOG1ahRg7m7u7Pq1auz1atX5+qLlrFIpVJWuXJljZ8Fa2trFhcXZ9I4xWIxmzhxIuPz+YzH4zELCwsGZOz+vmXLFpPGll1mm5hIpVI2evRoVqRIkWwNhVFiQohhtG/fXmtywXGc2pk8fn5+GreqB1Qv7Gcs0dHRzMHBQeUFicfjMRsbG5pdkU+cOnVKYcTp58e8efNMHSL7448/NM4GOnTokKlDzDKzXWBt9OjR2LlzJ3bv3g0HBwd8+vQJnz59MtkOtYSQDMWKFYNAoHkPT3d3d7XbOEybNk3tgmV8Ph+1a9dGkyZNdIpFIpHg6NGjaN++PSpWrAg/Pz9s2bJFYUfprPLw8EBISAgcHR3BcRx4PB54PB44joOdnR2Cg4Ph7e2d7f5J7tGmTRscOnRIvmmq7DNtY2ODBQsWYOrUqaYMD1++fMGSJUvUzqrjOA7Tpk3LV9tKGHS6sLpfalu2bMGgQYO0vj5H040IIWrdvn0btWvXVnucz+dj+vTpmDlzpto227dvx/DhwyEWi+WraorFYtSqVQsnT57Uuns2kDH1umvXrggODgafz4dEIgGPx4NUKkWlSpVw4cIFnfpRJzExETt37kRoaCgYY2jcuDEGDBgAJyenbPdJcieRSISQkBBERkbC1dUVHTp0UNjU01Q2btyIESNGaE08Hj16ZLDd5g3hx48fcHFxydb126jrmGQVJSaEGM7gwYOxbds2pV+IfD4f3t7euHPnDgoUKKCxj69fv2L79u148uQJbG1t0bVrVzRt2lTnDTMnTZqEZcuWqRx94fP5aN68OU6fPq37myIkl1m8eDGmTp2qdp0VmStXrihsJWLOQkND0bdvX8TExFBiQgjRnUQiwaxZs7Bs2TIkJiYCyFhEqnPnzlizZg0KFy5s0PMnJSWhcOHCSjty/+zZs2coV66cQWMhxFQOHz6Mbt26aWzDcRyioqJQtGhRI0WVfeHh4ahfvz5EIhEYY9m6fuf5TfwIIarx+XzMnj0bnz59wvnz5xEcHIyoqCgcOnTI4EkJkPELTFtSwnEcQkNDDR4LIabSvn17uLq6qh1l5PP5aNOmTa5ISgBgxowZkEgkOaqJ0Vz9RgjJ82xtbdGsWTOjn1fXX1xmPKhr1hhjCAsLQ0hICNLT01GrVi20b99ea9FzfpKQkIDnz5/D0tISlSpVUtiKxFgsLS2xadMmdO3aFRzHKW3x4ODgkGt2B4+Pj0dwcHCOf2ZpxIQQYhK+vr6wsrLS2IYxlmvuq5uTz58/o0GDBqhbty7mzp2LxYsXo0uXLihevDjCwsJMHZ7JxcXFYdSoUShcuDBq164NX19feHl5YeXKlSZJhDt16oTTp0+jZs2a8ud4PB7at2+PW7duoWzZskaPKTvi4uL08vWjGhNCiMn8+uuv2LBhg8rCP4FAgLp16+LKlSsmiCz3EolEqF69OiIiIiAWixWO8fl82NjY4OHDhwbbVNLcJSUloUGDBnjy5InKz93EiRPx33//mSCyDJGRkfj27Rs8PT1RqFAhk8WRHSkpKXBxcYFQKJQ/RzUmhJBc5d9//0XdunUBQD7lmOM4cBwHT09P7Nmzx5Th5UpHjhzB48ePlZISIKPgOS0tDcuWLTN+YCpIpVKEhoZi1apV2LJlCz5//mzwc65cuRKPHz9WOwtmyZIlePTokcHjUKd48eKoUaNGrktKgIzbwn379s3x7UJKTAghJmNnZ4cLFy5gy5YtqFOnDtzd3VGpUiX8+++/uHfvHooVK2bqEHOd/fv3y5M8VcRiMXbt2mXEiFS7efMmypQpg2bNmuG3337DkCFDUKxYMYwZMwYikchg5127dq3axQGBjJG6jRs3Guz8ed2sWbPg6uqq8TOoDd3KIYSQPKRFixY4f/68xjaWlpYKw+1v377F2rVrERoaCo7j0LJlS4wcORKenp4GifHx48eoXbs2hEKhUpLAcRz69euH7du36/28jDGdLpjt27fH8ePH9X7+zNLT03H8+HE8evQIdnZ26NSpE8qUKWPQcxrLu3fvMHr0aJw8eTJ71+/sr4RveLRXDiHEXMXFxbEzZ86w06dPm9UuvwEBARo3aOQ4jlWoUEHefv/+/UwgECjsfcTn85mlpSU7fvy4QWLs0aOH1r2WHj9+zKRSKXv8+DG7ePFiljeBVcfR0VHrBpQDBgzQy7nUOXPmDCtYsCADwCwsLORfi+7du+eZzRnNdhO/nKLEhBBiblJTU9nYsWOZtbW1/GJmYWHBhgwZwhISEkwdHrt//77WzRlXrlzJGGPsyZMnapMYjuOYpaWl3hICmeTkZK1JiUAgYP7+/qxixYoKzzdq1IiFh4fn6PzaEjcA7NSpU3p6t8ru3LnDLCwsVG4wyefzWfv27Q12bmOixIQQQoxALBazFi1aqL2o1K5dm6Wmppo6TDZ58mR5cpE5Rh6Pxxo2bMjS0tIYY4z9+uuvGi/SfD6fTZ48Wa+xxcTEaEwKZHGqip/P5zMbGxt2586dbJ//9evXzNHRUWVyxOfzWYMGDZhEItHjO1bUqVMnrYnZ7du3DXZ+YzHb3YUJISQvOXbsGM6dO6eyeFIikSAsLMwsCksXLVqEdevWoXjx4vLnnJycMHnyZJw5c0a+fkxISIjK2TsyEokEISEheo3NxcUFNjY2GtvIvr7spxJIiUSC9PR0/Pbbb9k+f4kSJRAaGiqvn+Hz+fK6kzZt2uDkyZM5KtzUJCUlBcePH9e4L45AIMC+ffsMcv7cgpYAJIQQHW3atEm+C7IqPB4P69evx9ChQ40cmSKO4zBixAgMGzYMb9++hUgkgo+Pj9KCdto2jtO1TVZYWlpiwIAB2LRpk8akSFM8169fx8uXL1G6dOlsxVC9enW8fv0a586dQ3h4OKysrPDLL7+gfPny2epPV0lJSRpnBMnExcUZNA5zR4kJIYTo6O3btxov1FKpFO/evTNiRJrxeDyULFlS7fHGjRtj7969ahMEgUCApk2b6j2uv//+G0eOHMG3b99UnpvjOK0riL579y7biQmQ8bVp1aoVWrVqle0+ssrFxQWOjo5ISEhQ20YqlWr8nuUHdCuHEEJ05O7urnGYn+M4pQ0Q79y5g8GDB6Ny5cqoVasW5s+fj9jYWEOHqpOxY8dqvZUTEBCg9/MWLVoUt27dQps2bRQ2r3N3d8egQYN0Wtbc1dVV73EZmkAgwLBhwzTuycNxHAYOHGjEqMyQvgte9ImKXwkh5mT79u1aZ7wsW7ZM3n727NnyWSbIVNjp5OTEwsLCTPhO/s+yZcuUYhQIBIzjOLZhwwaDnz8qKoqdPXuWXb9+nYlEIpaQkMBsbGw0fo1Lly7NpFKpwWMzhK9fv7ISJUooFcDKCn3/++8/U4eoFzQrhxBCjCAtLY35+vqqnFUhEAhYyZIl5b+vjh49qnG2i6urq9msWXHt2jXWs2dPVqhQIVa4cGHWr18/k84MWbBggcYE8PDhwyaLTR9iY2PZkCFDmJWVlfw9lS1blu3atcvUoelNTq7ftPIrIYRkwffv3zFo0CCcOHFC4ZZD8+bNsWPHDnh4eADIqN+4fv26xpqU9evXY/jw4QaPObdhjGHBggWYM2cO0tLS5AXHBQoUwMqVK9G3b19Th6gX8fHxePv2LWxtbVG6dGmF21q5XU6u35SYEEJINrx+/RoXL14EYwwNGjRQmNEhkUhgYWGhsVaCz+ejR48etFGhBvHx8Th69Ci+fPkCb29vdOjQQWlmETFPObl+06wcQgjJhpIlS6qdPcEybpNrfL0ubUQiETZv3ozVq1fjxYsXsLW1Rc+ePTFhwoQ8s6+KJk5OThgwYICpwyBGRrNyCCFEzwQCAWrVqqVxBg9jDA0bNlR7XCgUol27dvj111/x+PFjCIVC/PjxAxs3boSvry+uXLliiNAJMTlKTAghxAAmTpyodjEtHo8He3t7jaMBixcvxvnz55VGVsRiMYRCIbp06aKwQzAheQUlJoQQYgA9e/bEuHHjAEBh3Qo+nw8rKyscPXpU7b13sViMlStXqk1spFIpvn37hkOHDuk/cJJnSaVSnDt3DitXrsTmzZvNZj2dn1GNCSGEGADHcVi6dCnatm2LVatWITw8HNbW1ujatSsCAgLg4+Oj9rXR0dFaLxoWFha4ffs2+vTpo+/QSR507do19OvXD5GRkeDxeJBKpRAIBBg1ahSWLFkCCwsLSCQSXLx4EdHR0fDw8EDTpk0hEBg/TaDEhBBCDITjuGwte25hYaG1DWNMp3Ykf0lPT8fWrVuxZs0avHjxAo6OjmjZsiX2798vX+VXNhInFouxevVqJCcno127dvjtt98QHR0t78vDwwNLly5Fz549jfoeaLowIYSYGcYYKlWqhGfPnmmcuXP+/Hk0a9bMiJHlLmKxGAcOHMC6devw6tUruLq6on///hg2bBicnZ1NHZ7eCYVCtG3bFqGhoQD+b3dmXfYe0tRm7969WU5OaB0TQgjJY3bt2oV+/fqpPCYQCFCxYkXcu3cvTy3KpU9CoRAdOnTA2bNn5bcugIzC46JFi+Ly5csoXry4aYPUs7///hvz58/XaQfjrPDw8EBUVJTGPX5+lpPrNxW/EkLypQ8fPuDmzZt4/fq1qUNRqW/fvpgxYwYAyO/zy6Yf+/j44MSJE5SUaPD333/j/PnzAKBwoZZKpYiJiUH37t112iwwt0hPT8fq1av1npQAQExMDC5evKj3ftWhxIQQkq88ePAALVu2hKenJ+rVq4dSpUqhdu3a8uFvczJz5kw8fvwYAQEBaN68OTp16oRdu3bh0aNHKFasmKnDM1spKSlYu3at2ou0WCxGeHg4bt26ZeTIDOfdu3f48eOHwfqPiYkxWN8/o+JXQki+cffuXTRs2BDp6ekKz4eHh6Nly5Y4duwY2rZta6LoVKtYsSKWL19u6jBylSdPniAxMVFjGz6fjytXrqBu3bpGisqwDD17pkiRIgbtPzMaMSGE5BtjxoxBenq60sZ6UqkUUqkUw4cP17jpHskddLnFxRjLU7fCvL294ePjk6335OzsrPF1xYoVQ5MmTXISXpZQYkIIyReeP3+OGzduqE08GGOIjo7G2bNnjRwZ0bdKlSrByclJYxupVAo/Pz8jRWR4PB4PU6ZMUVs3w+fzlb4mHh4eWLt2LbZt2wZAOaHjOA4cx2H58uVZKnzNKUpMCCH5wtu3b7W24TgOb968MUI0xJCsra0xduxYtaMAAoEA9erVQ40aNYwcmWGNGDECEydOBKBcMF2qVCk8ffoUUVFROHfuHG7evImoqCiMHDkSHTt2xNGjR+Ht7a3Qn5eXFw4dOoSuXbsa9X3QdGGidUgzrw15kvzp1q1bOtUT7NmzB7169TJCRHmfUCjE9+/f4eTkBFtbW6OeWyQSwd/fH0eOHAGfz4dEIpH/HitZsiQuXryIokWLGjUmYwkPD8eGDRvw9OlTFChQAD179kS3bt1gZWWl8XVSqRQ3btyQr/xav359jRtRakLrmJBsE4lE6N69O9q0aYNff/1V6fiWLVuwf/9+HDlyROuHmhBzJpVK4ePjg/fv36ttY2tri0+fPsHBwcGIkeU9Hz9+xJw5c7B9+3akpqaCz+eja9eu+Oeff1CpUiWjxSGVSnHixAls2LABL1++RMGCBdG/f3/069cPdnZ2RosjPzLbdUwuX76MDh06oEiRIuA4DkeOHDHk6Ug2CAQC+Pj4ICAgAIGBgQrHtmzZgqFDh8Lb25uWvia5Ho/Hw8KFCzW2mT59OiUlORQZGYkaNWpg06ZNSE1NBQBIJBIEBQWhdu3auHHjhtFi4fF46NixI44fP46IiAhcvXoVI0eONGpS8vz5c4SGhuLZs2dGO2duZ9DEJDk5GVWrVsXq1asNeRqSA7KNxsaNG6eQnMiSkhEjRmDNmjXZHs4jxJz07t0bGzduhL29PYCMxJzjOFhaWmLWrFn4888/TRxh7jd27Fh8/fpVvi+LjFgshlAoRL9+/QyyCJi5uXLlCmrVqoVy5cqhWbNmqFChAqpVq2aW6+WYG6PdyuE4DkFBQejcubPOr6FbOcbDGMOECROwfPly1K5dG7dv36akhORZycnJCAoKwvv37+Hm5oZu3brBxcXF1GHleh8+fICXl5fWFVWzu8cPYwy3b9/GtWvXwHEcmjVrhipVqmQ3XIO5ePEiWrZsKZ+GLsPj8cBxHIKDg7O8sWNukytqTHRJTIRCIYRCofzfCQkJ8PT0pMTESBhjKFCgAOLj4wFkDL9SUkII0dW5c+fQsmVLjW1k00/Hjh2bpb4jIyPRo0cP3LlzR/57SSqVokmTJti7dy/c3d2zHbc+McZQoUIFvHjxQuXIEMdx8PHxwcuXL/P071ezrTHJqgULFsDJyUn+8PT0NHVI+crWrVvlSQkArFu3zoTREEJyG9ktMk0YYzq1y+zHjx9o1KgR7t+/DwAKIxHXrl1D06ZNkZKSkuV4DeH27duIiIhQe7uKMYY3b97g2rVrRo4s9zCrxGTq1KmIj4+XP6KiokwdUr4hqykZOXIkJBKJUs0JUcYYw/79+1G/fn1YWlrCxsYGnTt3xtWrV00dGiEmUbNmTRQuXFhjG4FAgHbt2mWp340bNyI6OlqpbgXIqF15/vw59uzZk6U+DeXdu3c6tYuMjDRsILmYWSUmVlZWcHR0VHgQw1NV6KqqIJb8H8YYRo8ejZ49eyIsLAwikQhpaWk4efIkGjdujI0bN5o6REKMTiAQ4O+//1Z7nOM4jBw5EoUKFcpSv1u3btVYMMtxHHbs2JGlPg3F1dVVp3YFCxY0cCS5GDMSACwoKChLr4mPj2cAWHx8vGGCIkwoFLLKlSuzkSNHMolEonBMKpWycePGsbJly7LU1FQTRWieDh06xACoffB4PPbq1StTh0mI0UmlUjZz5kzG4/EYn89nFhYWTCAQMABswIABLD09Pct9uru7a/x5A8AqVKhggHeTdSKRiBUuXFhjrK6urkwoFJo6VIPKyfXboCMmSUlJuH//vvy+4Nu3b3H//n2NCxwR47K0tMTly5dVzr6RTSW+ceMGrK2tTRSheVqxYoXGvSM4jsP69euNGBEh5oHjOMyYMQORkZGYPXs2Bg8ejClTpuDJkyfYtm1bttZE8vHx0VgoyufzUapUqZyErTcCgQCLFi3S2Gb+/PmwtLQ0UkS5kAESJbnQ0FCV2eLAgQN1ej2NmBBzZWdnp/UvuMaNG5s6TELyhG3btmn9eTt+/Lipw1Swfv165ujoKB9BBcDs7e3ZqlWrTB2aUeTk+k1L0hOSDQUKFEBcXJza4xzHoWXLljh9+rTxgiJmTSqVYs+ePVi9ejUeP34MGxsb+Pv7Y9y4cWbz1765EolEaNWqFS5fvqxUa8JxHDp27IjDhw+b3fTb1NRUHDt2TL73TIcOHfLNUvi5Yh2T7KDEhJirAQMGYM+ePSpnCQDZX6uB5E0SiQS9evXCwYMHwePx5BdXgUAACwsLnDp1Ck2aNDFxlOYtNTUV06ZNw/r165GcnAwAcHJywpgxYzBjxgzaNsPMUGJCiJHdu3cPtWrVglQqVVrlks/nw9nZGa9fv4aTk5OJIiTmZPny5ZgwYYLKFVF5PB4cHR3x8eNHo+/AmxslJSXh0aNH4DgOVatWhY2NjalDIirkmQXWCMktqlWrhr1790IgEMiHjzmOA8dxcHZ2xpkzZygpIQAyppYvW7ZM7TLtUqkUcXFx2Ldvn5Ej001kZCSmTp2KOnXqoG7dupg2bZpJJzDY29ujXr16qFu3LiUleRSNmBCSAzExMdi4cSNu3boFCwsLtGnTBn369KEdaonct2/ftK5ZIRAIMGTIELNbbfnw4cPo1asXpFIpJBIJgIwRQT6fjwMHDqBjx44mjpCYq5xcvwUGiomQfMHDw0PjglKEaJpWnplAYF6/jp8/f46ePXtCIpEojPZIJBJIpVJ0794dz549Q8mSJU0YJcmL6FYOIYQYkLOzM6pXr65xxohYLDa73WZXr14NACpvQTHGIJVKaVVoYhCUmBBCiIFNmTJF7ZLqAoEAJUqUyPL+MYZ26tQptbPOgIyRk1OnThkxIpJfUGJCCCEG5u/vj1mzZgH4v1s2smJpd3d3hISEmN2tHFlNSU7bkHwqB58N8/pJIISQPOqff/5B586dsW7dOjx48AB2dnbo3r07+vTpY5aLbjVp0gRRUVFqR00EAgGaNm1q3KCIeWAMiI0FoqLUPz5+zHb3NCuHEEKIkvDwcNSsWVPtcY7jcP/+fVSpUsWIURGDYwz48UNz0vHhA5CerrGbBABOAM3K0afU1FTs27cPAwcOBMdxSsf37duHli1bwsXFxQTREUKIYdWoUQMrVqzAb7/9BoFAIB85EQgEkEgkCAwMzHJSwhjD5cuXcfz4cQiFQvj6+qJXr15mOWKUZyUmak46oqKAlBSThkgjJmocPHgQPXr0wNSpUzFv3jyF5CQwMBABAQH477//MHHiRKPGRQghxnTjxg0sX74cFy5cAMdxaNGiBcaNG4fatWtnqZ/Pnz+jQ4cOuH37NgQCATiOg0gkgoODA/bu3Yu2bdsa6B3kI6mpGaMZmpKO+HijhJKTERNKTDRYsmQJJk2apJCcyJKScePGYenSpSpHUwghhPwfiUSCmjVr4vHjx0o1KxzHgc/n49atW6hevXqW+/727Rs2b96MgwcPIjk5Gb6+vvj111/RoEEDfYVvHkSijLoNTUnH16+mjlKOEpMciImJwbRp07BixQrY29srHGOMoVmzZrh48SKmTp0KT09PSkoIIWaPMYaUlBRYW1vrvMCbIZ04cQIdOnRQe1wgEKBbt27Yu3dvlvp9+PAhmjVrhh8/fihsjCgWi/HHH39g4cKFueP3tEQCfPqkOen49Cmj/iOXyEliAmbG4uPjGQAWHx9vsHOEhYUxBwcH1rBhQ5aYmCh/XiqVsoCAAAaA9ezZkwFgANi4ceOYVCo1WDyEEJJdP378YH/99RdzcXFhAJilpSXr378/e/r0qUnjGjRoEBMIBPLfo6oeFhYWTCKR6NynUChkRYoUYXw+X22fO3fuNOC70pFUytjnz4zducNYUBBjK1YwNnkyY716MdagAWNeXowJBIxlpB155hHPcdm+fuf74tdatWrhzJkzaNWqFX755RecOnUKdnZ2GDNmDNasWYMNGzZAJBLJN9iiTaMIIebo69evaNCgAV6/fi1fXyQ9PR179uzBwYMHcf78edSrV88ksSUnJ6tdYE5GJBJBLBbD0tJSpz4PHz6M6Ohotcd5PB4WL16Mvn37ZinWLMk8g0VdbceHD4BQaLgYTKVwYcDTU/3Dzg5wdc1W1/k+MQGAunXrKiQnJUqUwPbt2+VJiez2jZeXFyZNmgSO45QKYgkhxJQmT56skJTIiMViMMbg7++PyMhIk9zaKV++vNbfl15eXjonJQBw4cIFhdlCP5NKpXjw4AESEhKyXwqgbQbLhw9AcnL2+jZnLi6ak46iRQErK819JCRk+/SUmPx/devWxenTp1G/fn1cvXoVS5cuVUhKMteUTJo0CQAoOSGEmIW4uDjs3r1b7UqsEokEHz58wOnTp00y+2Xo0KGYO3eu2uM8Hg9jxozJUp9Mx3oLte3MaAaLUTk4aE46ihXLGO0wIUpM/j/GGHbu3Cn/97p16xAREaGUlMimB0+aNAmFCxfGuHHjTBIvIYTIvHjxAulaFrwSCAR48OCBSRITLy8vLF26FOPGjQOPx1O4rcPj8VCvXj2MHTs2S302bNgQGzduVHlMAKAYgAZeXnA8cUJ1AmJGM1j0xtpac9Lh6Qk4OZk6Sq0oMUFGUpK5pqRSpUpo2bIlSpYsiTlz5iiNikycOBEuLi40754QYhZ0qX2TSqWwtrY2QjSq/fbbb/D29sa8efNw+/ZtAICrqysCAgIwdepU3WP7/zNYehYvjkv29nBJTkZRxuAJyB/u+P8bwb1/D/TrZ5D3Y3QWFhm3UDQlHa6uQB4Yxc9V04WvXLmCwoULo0yZMno7x89JybBhwwAAN2/eRKtWrVC1alWcOnVKaSoxIYSYC6lUiuLFiyMqKkpjuxcvXqB06dJGikq9b9++IS0tDYULF1bcvJAx4MsXzbdXoqMBDbse50o8HlCkiPpbK56eGcWmvNyz725OlvvINYnJ/fv38csvv6BLly4Kt1xySja/PnNSIiNLTsaOHYt58+bp7ZyEEKJv69atw6hRo1Qe4/P56Ny5Mw4ePGjkqDJhDIiL015Mmh9nsHh4AGa2u3RO5fnEJDg4GN27d0e9evVw7Ngx2Nra6u0cjDGNm1U9evQIpUuXNukQKCGEaMMYw8yZMzFnzhzweDwwxsDj8SAWi9GyZUscPnzYsCO/shksmgpK8+AMlm8Aon56fLe1xcojR2BZsqTCDBbGGNLS0mBtbZ3nJ07k+cTExsYG9evX13tSQgghec3r16+xefNmvHnzBi4uLujduzcaNGiQswshzWCRPyKlUgybNQtRAD4AULfdXVBQEDp37gwA+PTpExYvXoxNmzYhPj4ednZ2GDx4MCZPngwvLy8jvRnjyvOJSf369XH27FlKSgghRN9y2R4semNjo76eQ8MMluDgYLRr105r94GBgRg1ahTevXuHevXqITY2VmE6t0AggKOjI65fv46yZcvq9a2Zg5wkJrnippadnR0sLCxMHQYhhOQueXAPFp1YWCgnGT8/XFyyNYOlSJEiOrUrWrQoAGDEiBH48uWLyoXv4uPj0b9/f4SFhWU5jrwsV4yYCAQCdOrUCXv27KEEhRBCAJrBoinpKFTIYDNYGGOoXLkynj17pnaZfVdXV0RHR+PDhw8oWbKk1j7v3bsHX19fPUdqWnl+xGTHjh0YMGAAevfuTckJISTvoxksZjuDheM4rFixAq1atVJaLE5m2bJlsLS0xKNHj3Tq88GDB3kuMcmJXJGYtG3bFgcPHkT37t3x66+/ql3tjxBCcoWkJM1JRx6dwQJXV81JR5Ei2vdgMQPNmjVDSEgIRo8ejRcvXsifL1asGBYvXoxevXoBgM6zOWnWp6JccStHNhR04sQJFClSBNWrVzd1aIQQopqqGSw//zsuztRR6p+jo/Y9WPLYBAbGGMLCwhAVFYVChQqhQYMGCpskJicnw93dHUlJSWr74PP5iIyMRLFixYwRstHk+Vk52XljhBCidzSDRf2DfkerNGPGDMyZM0fjpoOlS5dGaGiovGA2L8jzNSaEEGJwNINF7zNYCPDPP/8gOjpaYwnC27dv0aVLF9y6dSvPL7ymCxoxIYTkfTSDxSQzWEgGiUQCDw8PfPnyRWO769evo169ekaKyrBoxIQQkn8xBvz4oX0GS3q6qSPVPzOfwUIyvHz5UmtSwufzce7cuTyTmOQEfWIJIeZNtgeLpkeKuoXBczFNM1iKFVPYg4WYt58XV1OF4ziI89qIXTYZJTFZvXo1Fi9ejE+fPqFq1apYuXIlateubYxTE0LMWX7dgyUfzmDJz0qVKgVnZ2fEaZiNJRaLUb9+feMFpQfPnz9HUFAQkpKSUK5cOXTr1g02NjY57tfgicm+ffswceJErF27FnXq1MGyZcvQunVrPH/+HIUKFTL06QkhppKerjiDRVUCQjNYiBFcu3YNa9aswZ07d2Bra4tu3bph+PDhKFy4sN7PFR8fj8OHDyMmJgYeHh7o2rUrnJycEBAQgIULF6pckI3P58Pb2xstW7bUezyGkJqaikGDBmH//v3g8/ng8XgQiUQYO3Ystm3bho4dO+aof4MXv9apUwe1atXCqlWrAABSqRSenp4YO3Ys/vzzT42vpeJXQsyURALExGge6fj8mWawEJNijOGvv/7CwoULIRAI5LdKeDweHBwccPbsWdSqVUtv51u6dCn++usvCIVC8Pl8SCQSWFlZYd68eRg9ejTatWuH8+fPK6wYy+fz4eTkhIsXL6Jy5cp6i8WQunXrhiNHjiglWRzHgcfj4eLFi6hSpYp5rmOSnp4OW1tbHDx4UL79MwAMHDgQcXFxOHr0qEJ7oVAIYaYllhMSEuDp6UmJCSHGJJXqNoNFh/vmuQrNYMlz9u/fj549e6o8xufzUaBAAbx//14vtx8CAwMREBCg9viaNWswbNgw7Ny5E4GBgXj16hUcHR3Rr18/jB49Gh4eHjmOwRgePnyIqlWrqj3O5/Ph5+eHQ4cOmeesnK9fv0IikSgNlxUuXBgRERFK7RcsWIBZs2YZMiRC8jeawUIzWPKRf//9V+1+NhKJBF+/fsXevXsxePDgHJ1HKBRi+vTpGttMnz4dQ4cOxeDBg3N8PlPav3+/wujTzyQSCc6dO4cfP35k+xxm9VM4depUTJw4Uf5v2YgJIURH+XUGi4uL5qSDZrDkO0KhELdv39bYhs/nIzQ0NMeJQmhoKL5//66xzffv3xEaGorWrVvn6FymFh8fr9MicJqW4dfGoIlJwYIFwefz8fnzZ4XnP3/+DHd3d6X2VlZWsKJfHoSoRjNYaAYL0Tt9VDPoOjqgLXnJDUqXLq11+rOtrS3c3NyyfQ6DJiaWlpaoUaMGzp8/L68xkUqlOH/+PMaMGWPIUxOSu+TTPVhSAESpeUwLDESjPn1oBgvJFisrK1SrVg0PHjxQeSsHyLjt0KRJkxyfq0SJEnptZ8769euHyZMnI13N7V4+n4/BgwfnaMdkg8/K2bdvHwYOHIh169ahdu3aWLZsGfbv34+IiAitU7VoVk7WhYSEYP369di9e7fSB+PLly/o3bs3li5dmmuqv/ME2oNF4RHN56PtqFGIAqDu70cLCwtER0ejYMGCxoyY/CQ+Ph6RkZGwt7dHiRIlct0+Lrt27UK/fv1UHuPxeHByckJUVBTs7OxydB7GGCpUqIAXL16oTIJ4PB7KlCmDp0+f5rqvoSobNmzAiBEjlOp3BAIBihUrhrCwMFhZWZln8SsA9OzZE1++fME///yDT58+wdfXFyEhIQaZP04yPhinTp1C165dcfjwYXly8uXLFzRv3hyxsbEK23KTHGIMiI2lGSxZmMFSBIDHkSN4cu6cyr1p+Hw++vXrR0mJCX3+/Bl//vkndu/eLf/LuGLFipg1axa6detm1FhevXqFc+fOQSwWy5ef0FWfPn1w+/ZtLF++XKFgk8/nw8bGBidOnMhxUgJkTJPdsGEDmjVrBgAKF2sejwc+n48NGzbkiaQEAIYPHw43NzfMmDEDDx8+BJAxQtW3b18sWLAAbm5uSEhIyHb/tIlfHnTu3Dl06NABfn5+OHz4MBITE+VJyYULF1ChQgVTh5g70AwWg81giY2NRZMmTfD8+XMAGX9xyv76qlOnDs6ePQsHBwd9vRuSBbGxsahduzY+fvyoMPOC4zgwxhAYGIhRo0YZPI64uDgMGDAAx48fl1/QGWOoXr069u3bh1KlSunUD2MM58+fx+rVq3H37l3Y2Nige/fuGDVqFIoVK6bXmG/evIkpU6bg8uXL8ucaN26MRYsWoW7duno9lzlgjOHdu3dISkqCl5eXwnU6J9dvSkzyKFlyUqlSJSQkJCA+Pp6Skp/RDBaTzmBJTk7Gtm3bsHnzZnz+/Bmenp4YMWIEevfuTUXwJjRmzBisXbtWbYGjhYUFYmJi4OrqarAYxGIxGjRogPDwcKU4+Hw+3Nzc8ODBA7NdPfzdu3fylV+9vb1NHY5JUGJCVNq7dy969+4NALh79y6qVatm4oiMKL/OYHFw0L4cOs1gIWqkpaXB1dUVKRoSch6PhyVLlmDcuHEGi+Pw4cMabxnx+XxMnz4dM2fONFgMJGdycv02q3VMiP58+fIF8+fPl/972rRpCjUnuVo+ncFCe7AQQ4uNjdWYlAAZScGrV68MGseOHTvkS7qrIpFIsGXLFkpM8ihKTFQQiUSYOHEiJkyYoHJ6165duyAWizFw4EATRKdd5kLXJ0+eIDo6Gh06dFAqiDVLNIOF9mAhJqPLX7aMMTg5ORk0jtjYWK1rZeSFNUGIapSYqPD9+3eEhITg2LFjCA0NVUhOdu3ahQEDBmDQoEFmmZhkTkpkNSUVKlTA8ePHTZ+cMKbbHixqljrOtWgPFqInYrEYJ0+exKNHj2Bra4tOnTqhZMmSeuvf2dkZrVq1wvnz59UmBmKxWO3+M/pSokQJhIWFqV32nOM4eHl5GTQGYkLMjMXHxzMALD4+3ujnjoqKYqVKlWJeXl7s9evXjDHGdu7cyXg8Hhs0aBATi8VGj0kXCxcuZIULF2ZPnjxROnb27FlmY2PDjhw5ov8TS6WMffvG2P37jB0/ztiaNYxNncpYv36MNWnCWIkSjFlaMpaRnuStR+HCjNWsyViXLoz99htjixcztncvY9euMfb+PWMikf6/3iTfuXDhAnN3d2cAmEAgYDwej3Ecx3r27MmSk5P1dp5r164xgUDAOI5jABQePB6PdevWTW/nUic0NFTp3JkfHMex5cuXGzwOkn05uX5T8asGHz58gJ+fH9LT0zF8+HDMmDEDAwYMwMaNG812LRDGGGJiYlCkSBGVxz9+/IiiRYtmvWNtM1g+fACSk3MYvRlydVVe/pz2YCFGdv/+fdSpUwdisVhpAS8ej4d27drh2LFjejvfyZMnMWDAAHz//h0WFhaQSqWQSCTo1asXNm/erJfdeDVhjKFPnz7Yt2+f0pLxfD4flStXxrVr12BLhdxmi2blGNCHDx/kGwk2adIE58+fN9ukJNvy6wwW2oOF5BI9evRAUFCQxrqLsLCwLC0+po1QKERQUBCePXsGe3t7dOnSRee1Q/RBLBZj1qxZWLFihXyxLktLS/Tr1w9LliwxeJ0LyRlKTAwo85LGRYsWxeXLl3PXfgc0g4VmsJBcLS0tDfb29hqTEoFAgN9++w3//fefESMzjtTUVISHh0MsFqNKlSpwcXExdUhEBzRd+P+TSqUIDAzE0KFDVRZ3njlzBoULF0bVqlV16i9zoeusWbPQvHlz+Pn5KRXEmgzNYKEZLCTPS0pK0jpDBchYKTUvsrGxQcOGDU0dBjGiPJWYREREYPLkyTh+/DiOHDmikJyEhISgc+fO6NWrF7Zu3aq1L1lSkrmmJDQ0FH5+fsZJTvLrDBY+X/MMlmLF8u0MFpFIhHv37kEoFKJ8+fK0l0w+4ezsDEdHR417jzDGzOOPJUL0IM/dyrlw4QLat2+Pxo0by5MTWVLSqlUrHDhwQOty1x8/fkSJEiXQp08fpUJXWUGsp6cnLly4kL03JtuDRVNdx4cPgFCYvf7Nmbu75pEOd/cc7cGSFzHGsHTpUixcuBBfvnwBkDF037NnTyxduhRubm4mjpAY2qRJk7B8+XK1Iyc8Hg/v37/PXmE7IQZANSY/yZycjBo1Cr169dI5KZG5desWatasqbLQ9ePHj5BIJOrn0dMMFvV7sFhamjrKXGfChAlYtmyZ0vMCgQA+Pj64desWChQoYPzAiNF8/foVtWvXRlRUlMq1PRYuXIgpU6aYIDJCVKPERIULFy6gefPmAICWLVvi+PHj+tkYjGaw0AwWI3ry5AkqVaqk9jifz8dff/2F2bNnGzEqYgqxsbGYPHky9uzZA5FIBCBjITLZMgaEmBMqflUhPdNW9CKRSGkuvEo0g4VmsBjJmjVr8Msvv8DHx0fp2L179/Ds2TP06dMHmzdvhkAgULsCpkQiwbp16ygxyQcKFSqEbdu2YdmyZXj9+jVsbW1Rvnx5cFTkTfKYPDlikrmmJCAgAF27dkXTRo1weM0aWGsqKKUZLMQIkpKS4OvrC7FYjIsXL6J48eLyY/fu3UOLFi1QunRpXLt2Df7+/ggKCtKaWKenp8PCwsLAkRNCiG5oxCTTDJa7R4/i9IIF2O3tjU7W1uDPnYvvDg7gnzkDCyMuDmQUNIMlV7K3t8fFixfRtGlTNG3aVJ6cyJKSEiVKICQkBHw+H66uruDz+WpHTADAzs4OAioYJoTkEbljxOTtWzjGx6uv7aAZLCQX+vDhA5o2bQqxWIylS5di2LBhKFGiBM6ePQtnZ2cAwKVLl9C0aVO1fQgEAgwbNgyBgYHGCZoQQnSQ94tfAeS5CgeawUKguOVBwYIF8fLlS3lSAmRMFW7dujUuXLigNFWUz+fDzs4O9+7dozUsCCFmhW7lmBuawUJ0JFuXBMgo0o6Li1NITDiOQ1BQEIYNG4Z9+/bJn5NKpShZsiT27t1LSYmJiUQipKSkqN275du3b3B1dTVyVITkXjRiklU0g4XoSeaaki1btqBz584qC2Jl3r17h+DgYKSlpaF69epo3Lhxrp2RIRaLMXjwYHTu3BndunVTOr5//34EBwdj06ZNZr9p5siRI3Hnzh2cO3dOaT2ZvXv3YsSIEbh27RoqV65soggJMT4aMdEXmsFCjCRzUiKrKVFVEJuZt7c3fv31V9MEbABisRi9evXC3r17FZKT/fv3o0+fPujVq5cJo9NdQEAAmjdvjhYtWigkJ3v37kXfvn3Rr18/VKhQwcRREpJ75J8REx5P8wwWT0+awUKMIikpCSVLloSXl5dCoSvwfwWxVlZWePjwodmPFuSEWCxG//79cfDgQXlykjkp2bZtW655/w8ePEDz5s3h7e2Nc+fO4fTp0/KkZPPmzbnmfRCiL1T8CgCFC2tOOjw8jD6D5cWLF1i3bh3+97//Kf1iEolEmDRpEiZNmgRvb2+jxkVMLyQkBHXr1lVISmQ+fPiAyMjIfLGjaubkpFu3bjh48GCuS0pkZMnJt2/fAAADBgygpITkW3k/MSlQAI7e3uoLSYsWBfSx3LyeHT58GD169EDfvn2xZcsW+S8okUiEXr164fjx4zh27BjatGlj4kgJMR2xWAxra2tIJBLY2NggMTEx117Mp06dioULFwLIKGymHaBJfpWTxATMjMXHxzMALD4+3tShZNuePXsYj8dj/fv3Z2KxmKWnp7OuXbsyCwsLduzYMVOHR4jJ7du3jwFgABjHcezgwYM56u/UqVNs48aNKo/FxsaycePGsdTU1BydQxXZz7qvry9zdnZm1atXZ9+/f9f7eQjJDXJy/abExAhkv7B69erFOnfuTEkJIf/fvn37GJ/PZ3379mVpaWmsV69eTCAQ5Cg5mTBhAgPANmzYoPB8bGwsq1y5MitcuDB7/fp1TkNXIPsZHzBgABOLxez+/fvM1dWVkhOSb1Fikgts375d/ldhUFCQqcMxK3fv3mVJSUkqj8XHx7MHDx4YOSJiDJmTErFYzBhjTCQS5Tg5kUqlLCAgQCE5yZyUPH36VG/vgTHlpESGkhOSn+Xk+k1TUIxAJBLhyJEj8n8fPnxYaRXP/Co1NRXt2rVDhw4dkJycrHAsISEBrVu3RufOneXbvOcWcXFx2Lt3r9rj27ZtQ0pKihEjMi9CoRB//vmnUqGrQCDAjh070L17d/z5558Ku4TriuM4rFq1CgEBARg+fDgWLFiA5s2bIzY2FqGhoShfvrxe38uHDx9Uzr6pWrUqzp8/Dx6Ph8TERL2ek5A8zQCJkt7khRGTn2tKfq45IYxduXKF2dnZMT8/P/nISXx8PKtbty5zdnZmt2/fNnGEWbdixQoGgK1YsULp2IwZMxgAtmfPHhNEZj4+fvyo9mdAJBKx6OjoHPUvlUqZv7+/fKRS3yMlP58rO8cIyavoVo6ZUlfoSsmJsszJSUxMTK5OShjLuBj9/vvvSsmJLClZuHChCaPLH2JjY1mlSpXkicnPNSeEEMOhxMRMLVu2TG2hqyw52bRpkwkiM09XrlyRX0QsLS1zbVIi83NyQkmJ8WSuKXny5IlSzQkhxLBycv2mJekNaPTo0ahXrx5q166tdKxXr17w9vZGnTp1TBCZeapSpYr8/62srPReC2BsHMfhf//7HwDgt99+AwAsXLgQU6ZMMWVYed6XL1+UakpWrVoFABg+fDgAYNiwYaYMkRCiARW/GpBAIFCZlMjUq1cPPFoCH8D/Fbo6Oztj6dKlkEqlKgticxuO42CbaSdpW9pV2uACAgKUCl0zF8SOGDECz549M3GUhBB1aMSEmJwsKYmIiMDZs2dRs2ZN1KxZE23atEGHDh1w/Phx2NnZmTrMbJk5cyZmz56NhQsX4uvXr/KRk7Fjx5o4srxrxYoViI+PR7ly5RSelyUn/v7+uX40jpC8jBITYlKpqalKSQkANGzYECEhIfLk5PTp07CwsDBxtFkzc+ZMzJo1S377hv3/3R8oOTEsDw8PeHh4qDzGcRyaNGli5IgIIVlhsMRk3rx5OHnyJO7fvw9LS0vExcUZ6lQkF7O2tkabNm2wcuVKeVIiI0tOrl27luuSksDAQIWkBFCuOSlcuDD8/f1NGSYhhJgdg23iN2PGDDg7O+PDhw/YtGlTthKTHG0CRIgJff36FUePHsXQoUOVjjHGEBgYiP79+8PBwcEE0RFCiGGZ9e7CW7duxfjx4ykxISSXkEgkanf3lUgk4PF44DjOyFERQnKTnFy/zWpKiFAoREJCgsKDEGI8b9++ReXKlXH9+nWlYyKRCL1798aMGTNMEBkhJL8wq8RkwYIFcHJykj88PT1NHRIh+Yqbmxvc3NzQpk0bheREJBKhb9++CAoKQo0aNUwYISEkr8tSYvLnn3+C4ziNj4iIiGwHM3XqVMTHx8sfUVFR2e6LEJJ19vb2OHnyJKpVqyZPTjInJQcPHkSnTp1MHSYhJA/L0qycSZMmYdCgQRrblChRItvBWFlZwcrKKtuvJ4TknCw5adeuHZo3b46CBQvi06dPlJQQQowiS4mJbJiXEJK32dvb4+jRoyhQoAA+fPiAP/74g5ISQohRGGwdk/fv3+P79+94//49JBIJ7t+/DwAoVaoU7O3tDXVaQogeiEQijBgxQv7vwMBAdOrUCfXr1zdhVISYTmJiIoKDg/H9+3eULFkSzZs3Vzt7jeSMwYpf//nnH1SrVg0zZsxAUlISqlWrhmrVquHOnTuGOiUhRA8y15QcOXIEiYmJCjUn5uLu3bsYP348pFKp0rGUlBQMHToU79+/N0FkJC9hjGHBggVwd3dHr169EBAQgNatW8Pb2xshISGmDi9v0uc2x/qWk22TCSFZl56eznr06MEEAgE7cuSI/PnExETWuHFj5uDgwK5du2bCCP/Pnj17GI/HY4MHD2YSiUT+fHJyMmvevDmztbVlV69eVXqdRCJhaWlpavtNTU01SLwkd5o1axYDoPTgOI7x+XwWGhpq6hDNUk6u32Y1XZiQvGj27NnYs2ePymNhYWEYOnQoRCKRkaNS7fXr1wgNDVUqdM08W2fXrl0mjPD/9OrVC9u3b8e2bdswbNgwSKVSpKSkoGPHjrhx4wZOnTqFBg0aKL3u999/R/v27ZGamqp07PTp0yhVqhSeP39ujLdAzNy3b98wd+5clccYY2CMYerUqUaOKu+jTfwIMSCpVIo3b95g1qxZAIDevXvLj4WFhaFVq1aoWLEi0tLSzGI/oHLlyuHNmzcql8q3t7fHqVOnzGrmXN++fQEAAwYMQEpKCmJjY3Hr1i2cOnUKjRs3Vvmajh07Yu3atejYsSOOHTsGGxsbABlJSadOndCiRQsUL17cWG+BmLFDhw5BLBarPS6VSnHz5k28efMmRzNSyU/0Pn6jR3QrxzSSkpJYenq62uNxcXFGjCZj6D0iIkLt8WfPnjGxWKzxc/Ljxw8DRKYbsVjMBg4cyHg8Htu9ezdjjLFbt24xJycnVr9+ffp868GGDRvkQ+y6DK2HhoYyGxsb1qJFC5aSksJCQkKYlZUVa9euncbbPCR/mTt3LhMIBCpv5WR+3Lx509Shmh26lUP0hjGGzp07o2/fvipvL/z333+oWLEivn79qrWvhIQESCQStefRdf+kVatWoUaNGrhy5YrSsZCQEPj6+qJdu3bw8/PD9+/fldqcOHECPj4+uHv3rk7n0zc+n49Nmzahf//+6NevHyZOnCgfKTl16hTtA5VDKSkp2Lt3r/zf27dvV1kQm1nTpk0RHByMa9euwdbWFm3atEGLFi1w6NAhsxoRIqbl6empccREplixYkaIJh/Re5qkRzRiYhpHjhxhFhYWrEePHgojJ//++y8DwKZNm8akUqnGPsRiMatbty4bMGAAE4vFCsekUin7559/WPHixXX63iYnJzM/Pz9mZ2fHLl++LH/+1KlTzMrKinXo0IHdvn2bFSxYkFWvXp19+/ZN3ub48ePM0tKSdenSReMokDGIxWJWoUIF+V9Z9LnOucyFrpcuXWI7d+5UWRCrzp9//in/fphyVI2Yp8TERGZra6t2pITP57OWLVuaOkyzlJPrNyUmRKWfk5OsJCUye/fuZTweTyE5kSUlANiiRYt0jufn5CRzUiIben/w4IFCcmJOSQljGbdv7O3t5b/UZLd1SPb8nJTI6JqcyG7f2NnZMT6fL7+tQ0hm69atU5uU2Nrasvv375s6RLNEiQkxCFlyIvtBzEpSIvNzcpKdpERGlpzI4smclMjIkhNZG3NKSmQ1JT9+/FCqOSFZN3fuXKWkREaWnOzbt0/la3+uKfm55oSQzHbu3Mm8vLwUEpN69eqxu3fvmjo0s0WJCTGYxo0by38Qs3uBlyUnsn6yk5TIHDp0SN7PuXPnVLaZP3++vM2nT5+yfS59UVXoqqoglmRNeno6e/Dggdrj4eHhKhNpdYWulJwQTSQSCbtx4wYLDg7WWIxPMlBiQgxCdvumUqVKKmtOdCWVSlnZsmXlycLPNSe6kt2+ad68OWvQoIFSzQlj/1dTUqpUKebk5KRUc2JsEomEVatWTeXsG1ly4uzszL5//26iCPOfKVOmqJ19Exoaynx8fNjLly9NEBkheQclJkTvfq4pUVcQq03mmpLq1asr1Zzo6ueaElUFsT/XlPxcc2Iq79+/V/sZFovF7NmzZ0aOKH+TSqUaP8NCodCI0RCSN1FiQvRKXaFrVpMTVYWuqgpitZENvXfo0IG9evWKdevWjX39+lUhOVm4cCGzsLBgJUqUYMHBwfLXmktyQggh+QmtY0L0hjGGR48eYdq0aZgzZw44jpMf69SpEw4cOICoqCgkJydr7WfmzJmYPXs2Fi1ahD/++AMA0LNnT+zevRs7d+7EkCFD1K5zklnBggXh7++PAwcOIC0tDZcuXUKLFi2QmpqKEydOoEOHDvj27RuKFi2Kt2/fKqyxUqVKFZw/fx5isRjfvn3L5leFmLvo6Gi1a5ekp6cjNjbWyBERQrKLY4wxUwehTkJCApycnBAfH0+LUBmRVCoFx3EKScnPx3k8zTmtRCJBnz59UKNGDXlSktm+ffuwdu1anDhxAnZ2dlmK7/Hjx/Dz80OxYsVw7tw5FChQACNHjsSmTZuwdetWDBgwIFsxk9wpKSkJZcuWRceOHbF69WqF73N6ejp69eqFV69e4d69e7RNPSFGkpPrNyUmxGC0JQM5SRZkyUmRIkVQqlQpBAUFqU1KSN63efNmDBs2DCNHjpQnJ7Kk5OTJkzh06BDat29v6jAJyTdycv2mPyGJwWhLOnIyglGpUiUMGTIEDx8+xOHDh/Hff/8pJCVPnjxBx44dER8fn+1zkNxjyJAh2LhxI9atW4fRo0dDKBTqlJSkpaVh4sSJam/zbdq0CWfOnDFk6ISQn+S6xCQxMVHlfigkf5FKpbhw4YL839u3b5dfXJ48eYJmzZrh3bt3Kvf7IXmTLDlZu3YtrK2tcfz4ca0jJR8+fMDOnTvRvHlzpeRkw4YNGDZsGE6fPm3o0AkhmeSqxCQxMRFt2rRBjx49YMZ3oIiBSaVSjBw5EuHh4ejWrRsA4MWLF2jRogWuXbuGZs2awd3dHefPn0fBggVNHC0xpn79+sn/38PDA23bttXYvlSpUrhw4QKio6MVkpMNGzZgxIgRGD16NP7991+DxkwI+Yk+pwfpW+bpRgkJCax+/frM0dGR3bp1y9ShERORSCRs2LBhjOM4tm3bNsZYxtLkAJilpSUTCASsYsWK7MuXLyaOlBibUChkXbp0YZaWlqxr166M4zg2atQonTbze/ToEXNzc2NVq1ZlCxYsYADY6NGjs7wFAyEkQ55fx+TDhw+UlBDGGGNnzpxhPB5PnpTI9OnTR76y7OjRo00UHTGVzEnJ8ePHGWOMbdq0KcvJiewz1Lt3b0pKCMmBnCQmAlON1GRFsWLF4OjoiLNnz6J27dqmDoeYUMuWLfH48WOUL19e/tyTJ09w7tw5+b9dXV1NERoxEXWzb4YMGQIAGDZsGAAoTSX+2Y0bN+T//+TJE3z//p0+S4SYQK6pMalTpw5q1apl6jCIGfg5KZHVlHz58gVz587F7NmzMXv2bBNGSIyJMQY+n6+y0HXIkCHYtGmT1oX8MteUPHz4EDExMSoLYgkhRqD/ARz9kQ0FdenSReUS6cR03r9/r/bY58+fWWpqqsFjePz4MStUqBCrUqWKQk2JrOZk1qxZBo+B5H7r169XqinJXHPy9etXE0dISO6T52tM4uPj1e7fQozvwYMHzNLSkq1bt07pWExMDCtfvjwbNGiQwePo1KmTUlIiM3fuXGZlZcVevXpl8DhI7vXo0SPGcZzKQldZctKzZ08TRUdI7pUvEhPG1G8uR4xLKpWyMWPGMAAKyYksKSlSpAh7/vy5weOIj4/XOPvm9evXBo+B5H4XLlxQ+/vkyZMnLCYmRv7vu3fvsri4OJVtExIS2J07dwwSIyG5TZ4vfpWZNGkSgIz1TNTt45JbxcfHw8nJSe0xR0dHs3nPHMdhxYoVAICRI0cCADp27IhmzZohPj4eoaGhKFOmjMHj0LbMcYkSJQweA8n9/Pz81B6rUKGC/P/T09PRuXNnFClSBCEhIQo/r4mJifjll18QGRmJV69ewdra2qAxE5KX5ZriV5lJkyZh5syZpg5Dr86fP48SJUoozAqQ+fjxI2rVqoX//vvPBJGpJ0tOxowZg5EjR8LDw0OnpOTy5cs4e/asymPx8fFYsmQJLZ5HzJKlpSUOHTqEZ8+eoU2bNvLtDmRJyaNHj3Dw4EFKSgjJoVyXmORFderUQaVKldC6dWuF5OTjx4/w8/ODUChE165dTRihahzHYdq0afJ/9+nTR+tIyerVq9GxY0el5CQ+Ph6tWrXC3Llz8e7dO4PES0hO1axZE+fOnZMnJx8/fpQnJadPn0bdunVNHSIhuZ/+7yzpT07uUeU2iYmJrHHjxszBwYFdv36dffjwgZUuXZp5eXmZba2ErKbEw8ODtW7dWqnmRJW0tDTWtm1bZm1tzc6cOcMYYywuLo7Vrl2bFShQgIWHhxsjdEJy5Pbt24zP58sXZLtx44apQyLErOTk+k0jJmbC3t4eJ0+eRLVq1VC/fn0UK1YMQqEQoaGhZlkr8enTJ3lNycWLF3Hq1Cn5bZ3169erfZ2VlRUOHz6MZs2aoWPHjjh48CBatWqFly9f4ty5c6hevboR3wUh2VO2bFkIBP9Xopd5bR1CSM5QYmJge/bsQVBQkMpj79+/x5QpU+SLP9nb22PDhg3y4wsWLDD7pERWU/L161e4ublh9OjRSskJYwwLFy7Ehw8fAPxfclKzZk306NEDYWFhlJSQXENWU2JlZYWVK1fCyclJoeaEEJIzlJgY2IkTJ+Dv748jR44oPP/+/Xs0bdoUBw4cwNevXwFk1JS0b98eLi4u8PT0xKhRo1QWxJoax3EoWrSoQqHr1atXMXPmTKSlpeG3336Tt2WM4ffff8fUqVNx4cIF+fNpaWlITEyU/5tW2CS5QeZC19OnT2PMmDEKNSeUnBCiB3q/saRHeaHGRCQSMX9/fyYQCFhQUBBjjLF3794xHx8f5uPjwyIjIxljTKmm5Oeak9xg27ZtjOM4NmzYMCaRSJhUKmUTJ05kANiqVavk7TLXlFy/fl2p5oQQcyQUClmDBg2Yo6OjUk3J7du3mZOTE6tbt65RVj0mxNzlmwXWcqvMycny5cu1JiUyuT05GT9+vMakRFboqqoglhBztGjRIrWFrrdv32bz58+nxR8JYZSY5AoikYj9v/buPKqpO/0f+DusiiCioqK4INpSx6UKxWr9qiCjKOIyrda11lFn7GCP+17H6bRVq1Zbt4611bqOWq27CLJJ61oVN0QUFUGRRZCwCAkmz+8PfzeTkARZktyEPK9zck6TT3Lvcw1w3733uffTo0cPVRe/EEqIXv1B69Spk86rbwoLC6lv3760Y8cOU5ZbIz///LNqO9etW6cxNnjwYJ1X36iHkwcPHpiyXMYYYwYklUpp27Zt1nHnV0uWkZGhav4EgISEBLRu3RrAq3sjXLt2TeeU7M7OzoiOjq5wunZzQkS4ceOG6vmNGzegVCpV9S9fvhxyuRzdunWDQqGAra0tgP81xB45cgReXl4gIiiVStU4Y4wx86ZUKvH5559j5cqVKC0trfZyjLa3S01NxaRJk+Dl5YW6devC29sbS5cuhVwuN9YqzZbQ6GpnZ4f79+9j5MiRGDFihEZDbEXBw5JCyZw5c7BmzRps2LAB27dvx08//YS///3vUCqVAICOHTuiW7duyMvLg5+fHw4ePKj6vKOjI0aOHAkiwqxZszBhwgS+CyxjjFmI+fPn49///neNQgkA4zW/hoeH08cff0wRERF0//59OnLkCDVp0oRmz55d6WXUhlM5uhpddTXEWjp9ja7lG2IFZWVlNHr0aLK1taUDBw5oLEfoTdm4caNJt4Exxlj1pKWlkUQiUZ3GFx5m32OycuVK8vLyqvT7a0Mw6d27t0YoEQjhpE6dOpSRkSFSddoKCgr0jsnlcr1XHAjnE9VDiUAIJ99++63G6+XDSW0NJXfv3tU79vDhQ5LJZCashjHGDG/lypVkY2NjecFk8eLF5Ovrq3e8tLSUpFKp6pGenm7xwSQlJUUrlAjKysrozJkzJq5Iv8zMTGrRogVt2rRJa0wul9MHH3xAgwcP1nnVgUwmo+PHj+tddnh4OBUXF2u9rh5OWrZsWetCSWxsLNnY2NDPP/+sNXbnzh1q1qwZzZw5U4TKar/Lly9TcHAw5efna40VFxdTaGioWf3+MWbJZs+eTfb29pYVTO7du0f169enH374Qe97li5dqrVRlh5MLIn6EQv1cCKEEnt7ezpy5IjB11tWVqb6rgMDA6v8+Zs3b+odu3//PhUVFdWkvBpRKBQ0efJkkkgkGuFECCUdOnSgzMxM0eqrza5cuUJubm7k7++vEU6Ki4spICCA6tWrR/Hx8SJWyFjtsWbNGvGOmMyfP19neFB/JCUlaXzm8ePH5O3tTZMmTapw2bXxiImlKR9OjB1K1NcHQKvn5HXOnz9PALROExG92vl7eHjQ3/72N0OWXGXlwwmHEtMpH044lDBmHJmZmWRnZydOMMnOzqakpKQKH+rnzJ88eULt27en8ePHazQ/VkZt6DGxROXDgilCycaNG/U2xL5uGfPmzdMKJ0IoMZedvxBOhH9Tc6nLGgjhpGPHjuTr68uhhDEj+eqrr8z/VI5wR9NRo0bRy5cvq/x5Dibikcvlqh+sgQMHGnz5+hpdDRFOTBVKYmJiKC8vT+dYZmYm/f777xqv3b59W/VvunLlSqPVxbT99ttvqn/7Y8eOiV0OY7WSUqmkDRs2UOPGjc0zmDx+/JjatWtH/fr1o8ePH9PTp09Vj8oSK5hER0fTzp07dY7l5eXRggULavWVFMLpGzs7O/L29tbqOTGE7OxsatWqlc5GVyGcDBo0qNK391YPJ6Y4IlFcXEweHh7k5+enFU4yMzOpQ4cO1K5dO5LL5UT0v54SHx8fGjJkiFbPCTMe4fSN8LNRvueEMWZYcrmcjh8/bn7BRLh8VNejssQKJtOmTSOJRKJ1G/i8vDzq1q0bNWrUqMJLQC1Z+Z4SfQ2xhlBYWKh3rKysrMqTod25c0f1M7Zo0aKalvdaCQkJ1LBhQ41wIoQSDw8PunPnjqou9Z4SfQ2xzPDK95Toa4hljBkWz5VjYAqFgiZNmqQRTtRDybVr10xaj6noa3Q1ZjgxFPXTNxMmTNDbEGto6uHkzp07rw0lAvVwsn37dqPXaY30NbpyOGHM+DiYGIF6OPnuu+9qfSghInr27Bl17dpVZ6OrEE4mTpxodrOnlu8p0dcQaywJCQmqIzV169ZVhRKiV6c0hw4dqvO0kkKhoLCwMO55MJJdu3bpbXQVwomuGwIyxmquJvtvCZH5TkZSUFAAV1dXSKVS1K9f3+TrVyqVGDFiBH799VcAwLVr19ClSxeT12FK6hPrlUevgqxZzd1z79499OnTB25uboiJiUHTpk0BvKp1wYIFWLlyJebMmYNVq1bp/Pxvv/2GXr16QSKRVLuGrKwsNGvWDADg4uKCR48ewc3NrdrLY4aTnp6Oli1b6h3z9PSs0XfPGNOtJvtv89nDmCGpVIqHDx+qnqvPmltbVTSbr0QiwZkzZzB79mydk+s9f/4cY8eOxdOnT41ZogY3Nzf06dNHI5QIta5YsQI9evTAhg0bEB8fr/XZb7/9Fr1790Z4eLjWWEJCArZs2aJznS9evMBnn32GkpISZGVlITAwEB4eHti3bx/s7e3Rv39/PH/+3HAbyapNXygRxjiUMGaGDHrsxsDEPJWj3lOSkJCg1XNirX766ScCQP/4xz80Tunk5eWRr68vNWzYkK5fvy5afbm5uVRaWqp6XlxcTIGBgVSvXj2Ki4tTzUu0du1aAkDz58/XeWpqyZIlOuf+KS4upqCgIHJycqKIiAitnhJdDbGMMWZtuMfEwHQ1uupqiLVWW7Zs0Qgn6qFEzB4chUJB/v7+FBISojOc2NvbU4MGDWjZsmUVhhKiVz01M2fO1Agn6qHk1KlTWqFEIISTd955R3W5sClVtE4x6mGMWR8OJgY2YsQInY2uQjixsbGhxMREk9ZkboRwMmbMGOrWrZvooUQQERFBjo6OGuFEqVTS9OnTNS5ZryiUCNTDyapVq1ShJC4ujoiI1q9frxVKBAkJCfTTTz/pXfazZ8/0ziqtVCrp1q1bldlcLV9++SX179+fXrx4oTV28eJFatu2rdX/7DLGjI+DiYGlp6frPR2hUCgoPDzcpPWYq5UrV6p29AkJCWKXo1I+nMyZM4cA0ODBg1X1VnZWWaVSSVOnTlV9TgglNRUSEkI+Pj5a4USpVNL8+fPJ3t6e7t+/X+XlxsbGUt26dbXCycWLF6l+/frUs2dPKigoqHH9jDFWEQ4mzOSE0zfCDrt8z4nYhHAi1Dd8+HACQJ9++qmq56Qy4aS4uJj69eunWo6hLi+9e/cutWjRQiOcCKEEAK1du7bayy4fTjiUMMZMjYMJM6nyPSXle07MgVKppM6dO+s8faPeEFtROFHvKYmLi9PqOamp8uHEEKFEIISTBg0akIODA4cSxphJcTBhJqOv0dWcwolSqVSdvunYsSMBIG9vb41b3KuHk/Pnz2sto3woEZZrrHAihCdDhBLB119/rVpuVlaWwZbLGGOvw8GEmcycOXP0NroK4SQyMlKEyl5RDyXr1q2jK1eu0Pjx48nBwUHn1TphYWH07NkzreX84x//0Agl6ssXwkn52YOrW+/777+vChD6GmKrSjh9IyxXX0MsY4wZAwcTZjIlJSV6r0QhIlHvYVI+lKjTdbVORbKysujs2bN61yNMcFjTeoXTN2FhYVo9J9VVvqdEX0MsY4wZCwcTxujVjv6TTz7RCiWCiIgICgkJoeLiYhNXpk1Xo6uuhtiq0tfoyuGEMWZKPFcOY/8fEVV4m/HXjZvKwoULsWLFCqxduxYzZsxQvX7v3j0EBATAxcUFcXFxGrfZr4zFixcjLi4Op06dgouLi8ZYXFwcRo8ejVOnTtX6OZ8YY+Kqyf6bg0k5ZWVlsLe31ztmZ2dnFjs2Ztl+/PFHFBUVaYQSQUpKCpYuXYoffvgB9erVq9JyiQilpaWoW7euzvGSkhK9Y9ZELpfDwcGhymOMscrhSfwM5O7du/Dx8cHvv/+uNSaTyTB8+HAsWbJEhMpYbTN58mSdoQQA2rVrh927d1c5lACvJi+sKHhwKAH27t2Lrl276pxs8sGDB+jQoQNOnTolQmWMMYCDiYYWLVqgdevWCA4O1ggnMpkM77//PqKiotC7d28RK2SM1ZSvry+kUikCAwM1wsmDBw/Qt29f2NjYoFOnTiJWyJh1s8pgUlZWpvP1evXq4ddff4W/v78qnKiHkqNHj6J///4mrpYxZkjt27dHbGwsCgsLVeFECCV16tRBbGwsWrRoIXaZjFktqwsmZ86cQYcOHZCSkqI1lpubi379+mH06NHw9/dHYGAgmjZtyqGEsVpGPZy0adMGPj4+HEoYMxNWF0zeeOMN2Nraom/fvhrhJDc3F0FBQUhPT0ePHj1w8OBBlJWVQSqVYt68eRxKGKtl2rdvj61bt0Iul6OsrAz//e9/OZQwZgasLph4eHggNjYWzs7OqnAihJInT54gJiYG7du3x/jx41WfWbNmjc6GWMaY5Xrw4AEmT56suspu3LhxOhtiGWOmZXXBBNAMJ507d0abNm00QonQUxIREYGioiKNnhPGmOVT7ylJT0/H3bt3NXpOGGPiscpgArwKJwcPHkRJSQmKioqwZcsWjVAi9JTUq1cPx44dM+twolQqqzVWmxQXF2Pfvn16x/ft24eioiITVsTMla5GV10NsYwxcVhtMMnNzcW4ceNUz8PCwhAbG4urV69qNbqqh5NDhw6JUa5eUVFR8Pf3R1ZWltbYs2fP8O677+LEiRMiVGZae/fuxahRo/DNN99oja1duxajRo3Cnj17TF7X8+fP9e7kiAi3b982cUXs/PnzcHJy0mp0FcJJaWkprl69KmKFjFk5A94a3+CMNVfOs2fP6O233yZ3d3e6efMmZWRk0JtvvkktWrSgmzdv6v1cSUkJKRQKg9ZSU8nJyeTh4UEdOnSgzMxM1es5OTnUpUsXatKkCd26dUvECk1DqVTSokWLCACtXr1a9fqaNWsIAC1YsKDGk+5Vx9ChQ+mNN96gJ0+eaLyuVCrps88+Izs7O7p3757J67J2JSUl1RpjjFUOT+JXBeVDiUA9nFjajqJ8OKkolDx//lzvcsrKyqiwsNDI1RpP+XAidighIkpJSSFPT0+NcCKEEgC0cuVKUepijDFj4mBSBZGRkXqPjGRkZJCPjw9t3rzZYOszFSGcNGjQgOrUqUPu7u5aoSQ5OZkcHR1p5syZWp8vKyujESNGUEBAgGg7cUNQDydihxJB+XBijFASFRVFGzdu1DmWm5tLn376qVnMqswYsw4cTKroxYsXpFQq6dq1azrHiIgSExNJLpcbdL3Gdu7cOdUOuUePHlRaWqoay8nJoc6dO1O9evUIAK1YsUI1JoQSOzs7OnTokAiVG5ZwpKT8aR0xCeFEqMvQR0oWLlxIAGj9+vUar+fm5lLXrl2pcePGdOfOHYOukzHG9OFgUg0HDx4kGxsb2r17t9bYuXPnyMXFhT7//HODr9dYhNM3wo5PIpFQ//79qbS0VBVKmjRpQjdv3qR//vOfqnBSW0PJggULVDtrcwgnSqWSRo8erfp+yvecGGL5s2fP1ggn6qHk+vXrBl0fY4xVhINJNbx8+ZI+/vhjrXAihJL/+7//s5h+i/I9JcnJyeTm5kYSiYT8/PzIx8dHo99EqVSqwgmAWhlKlEql3oZYU1PvKZk6dapWz4kh1yOEk88//5xDCWNMNBxMqql8OKkNoUSQnJxMDRo0UIWPq1evanyurKxM47SPpdu5c6fOnhL1cLJ9+3aT16Wr0VVXQ6wh1zdx4kTVd8uhhDEmBg4mNSCEE+EPuSWFEiKiffv2UdOmTbUaXXNycujNN99UbVdoaKiq50T99E3nzp21ek4sUW5uLq1fv15no6tSqaQNGzbQs2fPTF7XkiVLdPaUqIeTjIwMg61POH0jfO/le04YY8wUOJjU0O+//676Q26JV+Tk5+drPFfvKTl//jyFh4eTo6MjhYaGUlFRkUZPifppHUsPJ+Zo69attGrVKp1jKSkpNHr0aIMF4fI9JeV7ThhjzFQ4mNSAcPrmvffeow8++EBvQ6ylUA8l6kdRhHDi4eFBtra2Gj0lHE4sn65GV10NsYzpUlZWRmfOnNE7Hh8fTzKZzIQVMUvHwaSayveU6GuItSTLli3Te7fXAwcOkEQioYULF2qNCeFk/Pjxot/3g1XduHHjdDa6qoeThIQEcYpjZm/Lli0kkUho586dWmP79+8nW1tbWrdunQiVMUtltsEkNDSUWrZsSY6OjtSsWTMaN25clZr9jBlMLly4oLPRVT2c7Nmzx+DrNTaFQkHp6el6x1NTU1/7eVZ1u3btojlz5ugMdampqRQaGkrZ2dlGW392drbeqQeUSiXFxcUZbd3M8ikUCvrrX/+qFU6EUDJmzBh6+fKliBUyS1OT/bdddebXqayAgAAsWrQIHh4eePLkCebMmYMPPvgA586dM+ZqK8XDwwPDhg3Dpk2b4OzsrHrd1tYWP/74I5ydndG2bVsRK6weGxsbeHp66h1v3br1az/Pqk4qlWL16tVQKpVYvXo1JBIJAODRo0fo27cvbGxsUFpaarT1u7u7w93dXeeYRCJBnz59jLZuZvlsbGywZcsWAMBHH30EAHB0dMTo0aPx4YcfYseOHbC1tRWzRGZFJEREplrZ0aNHMWzYMMhkMtjb27/2/QUFBXB1dYVUKkX9+vVNUCFj1bdx40ZMmzYNs2bNwurVq5GWlqYKJbGxsWjVqpXYJTJWIaVSiSlTpmDr1q0AgDFjxnAoYdVSk/23UY+YqMvLy8Pu3bvRs2dPvaFEJpNBJpOpnhcUFJiqPMZqLCwsDAAwbdo0PHr0CFeuXOFQUksRES5fvox33nlH53hCQgI6duxYqf8BMyc2Njbo37+/Kpj079+fQwkzOaMft58/fz7q1auHRo0aIS0tDUeOHNH73uXLl8PV1VX1aNmypbHLq7a8vDwUFhbqHCMipKWlmbiiV/+3ow8RVTjODCMsLAxz587FwYMHkZqayqGkltqzZw/effdd7NmzR2ssKioKPXv2xJo1a0SorGZ++eUXjB07FqNHj8aECRMwceJE7Nq1S+yymLWpalPK/PnzVff80PdISkpSvT8nJ4eSk5MpMjKS3nvvPRo0aJDeqz5KS0tJKpWqHunp6Sa5j0lVKZVK6tu3L/Xq1YsKCgq0xhYuXEj169enp0+fmqymnJwc6tatG504cUJrTKlU0vTp02nKlCl8xY2RpaamUps2bVS/C7NmzeJ/81pI3xV8p0+fpjp16tDAgQOppKRExAqrrnyjq76GWMYqw6RX5WRnZ1NSUlKFD33XuwtB49y5c5Val6lusFYd58+fp/r162uEEyGUAKBvvvnGpPXIZDIaOnQoOTg4aIQTIZQAoE2bNpm0JmsjhJK2bdvSo0ePaMOGDRxOarHy4cSSQ8nRo0d1Xn2jHk72798vYoXM0pjt5cLlPXr0iABQbGxspd5vzsGESDuciBVKBOXDCYcS0ykfSgQcTmq38lNaWGIoISJKS0ujuXPn6rwkWKFQ0IIFC+jBgwciVMYslVkGkwsXLtD69espISGBUlNTKTo6mnr27Ene3t6qOVtex9yDCdH/wonwh0msUCJQDyft27fnUGIiEydO1Aolgg0bNpCtrS1duXJFhMqYsUVERKh+/7du3Sp2OYyZhZrsv412ufDNmzcxffp0XL9+HcXFxfDw8EBwcDA+++wztGjRolLLsITLhYkI/fr1Q2xsLIBXNbu4uIhak1wuh6OjIwAgNDQUR48eFbUea/DixQs8f/5c7892SkoK2rVrZ+KqmLFFRUUhNDQUffr0gZubG/bv34+dO3dizJgxYpfGmKjM8nLhTp06ISYmxliLNwtEhMWLFyM2NhYjR47EqVOnMGjQIJw8eVK0cEJEmDdvnup5REQETp48iUGDBolSj7VwcnKCk5OT3nEOJbWPEEoCAgLw66+/wt7eHnXq1MH48eMBgMMJY9Vl2IM3hmXOp3J0Nbrqaog1dU3qPSX6GmLN1dGjR2n+/Pk6ezEyMzNp5MiRRr2tO2OVFRsbq7PRVb0hdt++fSJWyJi4zLLHxBCMHUwUCkWF/S76mtgquvpGrHCir9HVksLJxo0bCQDNnj1bI5xkZmbSW2+9Rc2bN6e7d++KWCFjrzx69Ij+9re/6fwb8fLlS5oxYwbduHFDhMoYMw8cTKpp5syZFBQURC9evNAai4iIoObNm9OdO3e0xoSZePU1ul64cIGGDBlCRUVFBq9Zn6dPn5KHh4fORlchnISGhpr9lSHCVSxCOFEPJcnJyWKXxxhjrBLMsvnVEIzd/BoXF4eQkBD07NkTR48eRd26dQEAkZGRGDJkCIKCgnDw4EFVI6m5Kygo0PvvJJfLoVAoVNtozoQ5Z8aNG4crV65AKpUiNjYWb7zxhtilMcYYq4Sa7L+tOpgA2uHkt99+s8hQUtv885//xBdffAEASE5O5lBi5p4+fYpmzZqpZlVWV1paipKSEri5uYlQGWNMDDXZf1v9HPd9+/bFiRMncO7cOTg5OWHAgAEcSkSWlZWFAwcOqJ7/8MMPMOP8bPWePXuGTp06YcmSJVrfU2lpKYYNG4YhQ4bwd8gYqxSrDybAq3Ayffp01fNdu3ZxKBFJVlYWAgICIJVKkZycjA0bNuCbb77B3Llzecdmpho3bowFCxbgq6++0ggnQiiJj4/H559/rvNoCmOMlWe0+5gYUmFhoc5DQYmJiSgsLMS7775bo+VHRkZizZo1cHZ2RklJCUaMGKHRc8JMQz2UCD0lwimcadOmAQBWrVrFOzgzNGfOHADA3LlzAQCLFy/G8OHDER8fj+PHjyMwMFDM8hhjlsRwPbiGJ3T1du/eXevS21u3bpG7uzv17t27RleaREREkKOjI4WEhFBpaSnFxsaSk5OT3qt1mPFMnTpV79U3GzZsIIlEUukJIJk4Vq1apbo9e926dSk6OlrskhhjIqj1V+W4uLigc+fOCA8Ph4uLCxITExEQEIDmzZsjOjoajRo1qtby9V19o+9qHWZcL168QFZWFry8vHSO3759Gx06dDBxVawqSktLVb8vPXr0wNmzZ/kIF2NWqNY3vx4+fBg3b97EwIEDceHCBYOEEgCIiYnR2egqNMTev38fjx8/NsQmsEpwcnLSG0oAcCgxc0JPSd26dTFo0CCcP39eZ0MsY4xVxCKOmEilUiQlJal6Sby9vXHx4sUahRLg1bwyL1++hL29vc5xuVwOBweHGq2DMUPYs2cPhgwZAmdnZ62x69evQyaTwd/fX4TKXlFvdBV6SlavXo25c+di8eLF+OKLL/jICWNWpNYfMQGg8QfZ3t7eIIFBIpHoDSUAOJQws/D06VNMnToVISEhKCoq0hi7fv06AgMDsWjRItGOTOgKJcCrhthVq1ZpXa0DAEqlErNnz0ZCQoLOZZ48eRKrVq0ySf2MMfNiEcEkKSkJAQEB6NKlC06cOIGMjAwMHDgQhYWFYpfGmNF5eHjg1KlTSEhI0AgnQijx8vLCL7/8ItoRiZcvX0Iikei8+kYIJ+V/V4uLixEfH4+goCCtcHLy5EkMHz4cZ8+ehVKpNHr9jDHzYhGncho1agRPT098//33ePToEby8vNC/f3906tRJ1RArl8vx3XffYfr06Xykg9VK586dQ3BwMLp27Yply5ZhyJAh8PLywunTp0W/qyoRVRiMdI3n5+fjz3/+Mx48eICoqCh07dpVFUoGDhyI/fv38+8yYxaq1p/K8fDwQHR0NA4fPowxY8bg7t27iIyMxM2bN/GXv/wFMpkMI0aMwJIlS3Dt2jWxy2XMKHr27IlTp04hPj4evXr1QpMmTcwilAB47dEaXeMNGjTA6dOn0bZtWwQFBWHZsmUcShhjlhFMjh07hkaNGmH58uWYNGkSJkyYoAonM2fOxMiRIxEREYHDhw+L2gDIgKioKJSVlekcS0lJwd27dzFt2jRs3bpV53siIyMxcuRIyGQyY5ZpserVq6f6b3t7+wp7pCyBEE7y8vKwePFieHh4cChhzMpZRDBp2LAhAMDGxgabN29WhZNbt25h8+bNqlASHBwscqXW7fHjxwgJCcHYsWO1wklKSgoCAgIwdepUKBQKTJ48WSucCPeVKS4uNmXZFkPoKfH19cWJEyeQmpqqsyHW0pw7d07137m5uUhMTBSxGsaY6Ax0kzej0HfnOIVCQR999JHqDpPh4eEiVcjKO3z4MNnZ2dGIESNILpcTEdG9e/fI09OT3njjDcrIyCCFQkFTp04liURCP/30ExH97w68gwYNotLSUjE3wSxdu3aNGjZsSL6+vpSXl0dERGfPniUXFxfq3bs3FRYWilxh9Zw4cYIcHBxo6NChlJWVRX5+ftSwYUO6evWq2KUxxmqgJnd+tchgIpPJKDQ0VBVMduzYIVKFliUiIoJevnypcywxMZEePnxokPWoh5OkpCSNUCJQDycffvghh5IKZGRkaIUSgRBOgoODazQ1gxjUQ4lMJiMioufPn3M4YawWsKpgIpPJaMiQIeTo6EgnTpygyZMnk0Qi4XDyGvfu3SNbW1saP368VjhJTEykJk2aUGhoqMHWd/jwYVVwbNu2rUYoESgUCmrbtq3qfRxKdFMqlbRp0yatUCI4d+4cxcTEmLiqmpFKpeTm5qYRSgRCOPnTn/5ECoVCpAoZYzVhNcFEPZQIp28UCgWHk0rau3cv2djYaIQTIZR06tSJsrOzDbaue/fuqQJHr169VKd11EVERJCDg4PqfcJpHWYdEhIStEKJ4Pnz5zonc2SMWQarCSaffvqpRigRqIeTs2fPilGqir4/tK8bMxX1cHLjxg2jhRLh9M3333+v1XNCpNlTUlJSotVzwhhjzHJZTTBJT0+nqKgone9VKBS0a9cuUQ/9Xr58mVq1akWXL1/WGpNKpdSjRw9atWqVCJVp2rt3r+ooRYcOHYwWSoTTN+UbYnU1uupqiGWmVVGPiqX1rzDGxGU1wcTc5efnU/fu3alBgwYa4UQIJa6urvTHH3+IWOEriYmJqmAycOBAvQ2xVfXkyROdja5E/wsno0aNoi5duuhsdBXCSdOmTS3mO68t0tPTqWvXrnTx4kWtMYVCQRMnTqR//etfIlTGGLNEHEzMSPlwYo6hRDh9s379eq2ek5p4+fIlLVq0SGejK9GrcPLrr79SZmam3kZXhUJB6enpNa6FVU1BQQG99957VL9+fY1wIoQSGxsb2r17t4gVMsYsCQcTMyOEE1tbW3JwcDDLUCKcvtHVEMusU/lwwqGEMVZdNdl/2xn7Bm7WyNXVFQcOHEDLli2hUCiwbt06+Pn5iVpTamoqAgIC0LRpU0RHR8Pd3R0A8OGHHwIAxowZA0dHR2zZskXMMpmIXFxcEB4ejoEDB6Jfv35o3bo1kpKSsHPnTowZM0bs8hhjVoKDiREUFBRg5MiRkEgksLGxwYIFC+Dn5wdfX1/RavL09MSkSZMwc+ZMVSgRCOHE1dVVjNKYGXFxccGJEyfQoEEDJCYmYvr06RxKGGMmZRFz5ViSgoICBAcH4/bt27h06RJyc3Px5ptvIigoCFeuXBGtLjs7OyxbtkwrlAg+/PBDs5lrKD4+Hr/88ovOMalUin/96194+fKliauyDkqlEjNnzlQ937ZtGy5duiRiRYwxa8PBxIDUQ0lUVBT8/Pzg6uqKiIgIswgnlmL37t0YPXo09u/fr/G6VCpF//79sW7dOjx8+FCk6movpVKJyZMnY/v27di9ezcKCgrQqVMn/PnPf+ZwwhgzGQ4mBnT37l2kp6erQonA1dUV4eHh8PLyQkxMjM7Ppqenm6pMk1EoFNUa27RpE0aNGoUxY8aowokQSu7du4eoqCi0b9/e4PVaM/VQIvSUCD0nHE4YY6bEwcSA/Pz8kJKSorPRddOmTXjy5AlCQkK0xsLDw9G+fXscO3bMFGWaxNGjR+Hv74+cnBytsYyMDHTr1g2RkZE6P2tra4vt27erwsmWLVs0Qkm3bt2MXb7VSUlJwaFDh7QaXdXDyX/+8x8RK2SMWQsJEZHYRehTUFAAV1dXSKVS1K9fX+xyauTZs2cIDAxEdnY2YmJi0KFDBwCvQsmwYcMQHByMX375BQ4ODiJXahhJSUkICAhAkyZNNK4CysjIQEBAAF68eIG4uDh4e3vrXYZCocDw4cNVge3KlSscSowoPz8fDRo00DlWVFQER0dH2Nvbm7YoxphFqsn+m4+YmEjjxo0RExODJk2aIDAwELdv3661oQQA3nrrLcTGxiI7Oxv9+vVDTk5OlULJd999hwMHDiAjI0P1WkpKCgDg1q1bmDNnDpRKpdG3w5roCyUA4OzszKGEMWYSJrlcWCaToXv37rh+/ToSEhLw9ttvm2K1ZkcIJ4GBgfjTn/4EABgyZEitCyUCIZwEBATgrbfeAhHBycnptaFEqVQiOjoax48fh5OTEy5duoTvvvsOY8aMQVpaGr7++mt4enqisLCQL3FmjLFaxiRHTObNm4fmzZubYlVmr3Hjxpg7d67q+b///e9aGUoEb731Fvbs2YPc3Fzk5eXhwIEDFYYSACgsLMTTp09hZ2cHuVyOrKwsbN++HcHBwZg7dy6cnZ0RFRXFoYQxxmohoweT8PBwREZGYvXq1cZelUUIDw/H5MmT0bNnT/j4+GDAgAG4ffu22GUZTUZGBj755BPV8ylTpuhsiFU3ZcoU3L9/H7/99hsGDx6M999/H6tXr8bFixfh5uaGtLQ0ZGdnV7qGitqozLjFijHGrJJRm1+zsrLg6+uLw4cPo3HjxvDy8qrwVI5MJoNMJlM9l0qlaNWqFdLT0y2++RUATp8+jdGjRyMoKAg7duxAYWEhBg8ejJycHBw/fhw+Pj5il2hQT58+RUhICEpKSnDixAmUlZUhJCQE7u7uOHbsGBo3bqzzc48ePUJ+fj66dOmCsrIy+Pv748GDBwBe9ZlcunRJ59VNuqxfvx7JyclYt24dbGw0c/itW7cwffp07NixAy1atKjZxjLGGFMpKChAy5YtkZ+fX/Wj24actEedUqmk4OBg+uKLL4iI6OHDhwSAEhIS9H5m6dKlBIAf/OAHP/jBD37Ugsf9+/ernB+qfMRkwYIF+Prrryt8T1JSEiIjI7F//36cOXMGtra2SE1NrfIRk/z8fLRu3RppaWlW1U8gJM3acqSosni7ebutAW83b7c1EM54PH/+vMIr/nSp8lU5s2fPxscff1zhe9q2bYuYmBicP38ejo6OGmN+fn4YO3Ystm/frvU5R0dHrfcDr+6cak1fqKB+/fq83VaEt9u68HZbF2vd7vKn0CujysHE3d1d70Rw6tatW4cvv/xS9TwjIwMDBgzAvn370L1796quljHGGGNWwGj3MWnVqpXGc2dnZwCAt7c3PD09jbVaxhhjjFkws77zq6OjI5YuXarz9E5txtvN220NeLt5u60Bb3fVt9us58phjDHGmHUx6yMmjDHGGLMuHEwYY4wxZjY4mDDGGGPMbHAwYYwxxpjZsMhgIpPJ8Pbbb0MikeDatWtil2N0Q4YMQatWrVCnTh14eHhg/PjxyMjIELsso0pNTcWkSZPg5eWFunXrwtvbG0uXLoVcLhe7NKP66quv0LNnTzg5OVX5bomWZuPGjWjTpg3q1KmD7t2749KlS2KXZFTx8fEIDQ1F8+bNIZFIcPjwYbFLMonly5fjnXfegYuLC5o0aYJhw4YhOTlZ7LKM7vvvv0fnzp1VN1br0aMHwsPDxS7L5FasWAGJRIIZM2ZU+jMWGUzmzZuH5s2bi12GyQQEBGD//v1ITk7GwYMHcf/+fXzwwQdil2VUd+7cgVKpxObNm5GYmIi1a9fiP//5DxYtWiR2aUYll8sxYsQIjRmZa6N9+/Zh1qxZWLp0Ka5evYouXbpgwIABVZo12tIUFxejS5cu2Lhxo9ilmNSZM2cQFhaGCxcu4PTp0ygrK0P//v1RXFwsdmlG5enpiRUrVuDKlSu4fPkyAgMDMXToUCQmJopdmsn88ccf2Lx5Mzp37ly1D1Zngj4xnTx5knx8fCgxMZGAiicFrK2OHDlCEomE5HK52KWY1MqVK8nLy0vsMkxi27Zt5OrqKnYZRuPv709hYWGq5wqFgpo3b07Lly8XsSrTAUCHDh0SuwxRZGdnEwA6c+aM2KWYnJubG/34449il2EShYWF1L59ezp9+jT16dOHpk+fXunPWtQRk6ysLEyZMgU7d+6Ek5OT2OWIIi8vD7t370bPnj1hb28vdjkmJZVK0bBhQ7HLYDUkl8tx5coVBAUFqV6zsbFBUFAQzp8/L2JlzBSkUikAWNXvskKhwN69e1FcXIwePXqIXY5JhIWFISQkROP3vLIsJpgQET7++GNMnToVfn5+YpdjcvPnz0e9evXQqFEjpKWl4ciRI2KXZFIpKSlYv349/v73v4tdCquhZ8+eQaFQoGnTphqvN23aFJmZmSJVxUxBqVRixowZeO+999CxY0exyzG6mzdvwtnZGY6Ojpg6dSoOHTqEDh06iF2W0e3duxdXr17F8uXLq/V50YPJggULIJFIKnzcuXMH69evR2FhIRYuXCh2yQZR2e0WzJ07FwkJCYiMjIStrS0++ugjkAXetLeq2w0AT548QXBwMEaMGIEpU6aIVHn1VWebGauNwsLCcOvWLezdu1fsUkzizTffxLVr13Dx4kV88sknmDBhAm7fvi12WUaVnp6O6dOnY/fu3ahTp061liH6LelzcnKQm5tb4Xvatm2LkSNH4tixY5BIJKrXFQoFbG1tMXbsWGzfvt3YpRpUZbfbwcFB6/XHjx+jZcuWOHfunMUdFqzqdmdkZKBv375499138fPPP1drCm2xVee7/vnnnzFjxgzk5+cbuTrTk8vlcHJywoEDBzBs2DDV6xMmTEB+fr5VHA2USCQ4dOiQxvbXdtOmTcORI0cQHx8PLy8vscsRRVBQELy9vbF582axSzGaw4cPY/jw4bC1tVW9plAoIJFIYGNjA5lMpjGmi9FmF64sd3d3uLu7v/Z969atw5dffql6npGRgQEDBmDfvn3o3r27MUs0isputy5KpRLAq8umLU1VtvvJkycICAiAr68vtm3bZpGhBKjZd10bOTg4wNfXF9HR0aods1KpRHR0NKZNmyZucczgiAiffvopDh06hLi4OKsNJcCrn3NL/LtdFf369cPNmzc1Xps4cSJ8fHwwf/7814YSwAyCSWW1atVK47mzszMAwNvbG56enmKUZBIXL17EH3/8gV69esHNzQ3379/HkiVL4O3tbXFHS6riyZMn6Nu3L1q3bo3Vq1cjJydHNdasWTMRKzOutLQ05OXlIS0tDQqFQnWfnnbt2ql+5muDWbNmYcKECfDz84O/vz++/fZbFBcXY+LEiWKXZjRFRUVISUlRPX/48CGuXbuGhg0bav19q03CwsKwZ88eHDlyBC4uLqo+IldXV9StW1fk6oxn4cKFGDhwIFq1aoXCwkLs2bMHcXFxiIiIELs0o3JxcdHqHxL6IyvdV2SU64RM4OHDh1ZxufCNGzcoICCAGjZsSI6OjtSmTRuaOnUqPX78WOzSjGrbtm0EQOejNpswYYLObY6NjRW7NINbv349tWrVihwcHMjf358uXLggdklGFRsbq/O7nTBhgtilGZW+3+Nt27aJXZpR/fWvf6XWrVuTg4MDubu7U79+/SgyMlLsskRR1cuFRe8xYYwxxhgTWOZJe8YYY4zVShxMGGOMMWY2OJgwxhhjzGxwMGGMMcaY2eBgwhhjjDGzwcGEMcYYY2aDgwljjDHGzAYHE8YYY4yZDQ4mjDHGGDMbHEwYY4wxZjY4mDDGGGPMbHAwYYwxxpjZ+H8vbThmBqoXTQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3. 定义和训练模型\n",
    "#构建逻辑回归参数\n",
    "w = torch.tensor([1.,],requires_grad=True) # 随机初始化w\n",
    "b = torch.zeros((1),requires_grad=True)    # 使用0初始化b\n",
    "\n",
    "xx = torch.arange(-4, 5)\n",
    "lr = 0.02 #学习率\n",
    "for iteration in range(100):\n",
    "    loss = ((torch.sigmoid(x*w+b-y) - c)**2).mean()   # 前向传播\n",
    "    loss.backward()                                   # 反向传播\n",
    "    \n",
    "    b.data.sub_(lr*b.grad) # b = b - lr*b.grad        # 更新参数\n",
    "    w.data.sub_(lr*w.grad) # w = w - lr*w.grad        # 更新参数\n",
    "    if iteration % 3 == 0: # 绘图\n",
    "        plot(x, y, c)\n",
    "        yy = w*xx + b\n",
    "        plt.plot(xx.data.numpy(),yy.data.numpy(),'r-',lw=5)\n",
    "        plt.text(-4,2,'Loss=%.4f'%loss.data.numpy(),fontdict={'size':20,'color':'black'})\n",
    "        plt.xlim(-4,4)\n",
    "        plt.ylim(-4,4)\n",
    "        plt.title(\"Iteration:{}\\nw:{},b:{}\".format(iteration,w.data.numpy(),b.data.numpy()))\n",
    "        plt.show(0.5)\n",
    "\n",
    "        if loss.data.numpy() < 0.03:#停止条件\n",
    "            break"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
